diff --git a/README.md b/README.md
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+---
+license: cc-by-4.0
+pretty_name: AriaAccessReview laboratory IAM grants
+task_categories:
+  - tabular-classification
+  - graph-ml
+tags:
+  - cybersecurity
+  - iam
+  - least-privilege
+  - access-review
+  - synthetic
+language:
+  - en
+  - fa
+size_categories:
+  - n<1K
+---
+
+# AriaAccessReview laboratory IAM grants
+
+Synthetic identity–role–resource snapshot for the AriaAccessReview least-privilege demo.
+
+Identities are lab aliases (`usr_*`, `svc_*`, `brk_*`). Roles and resources are named lab objects. No production emails, directories, or employee performance fields are included.
+
+## Files
+
+- data/identities.csv
+- data/roles.csv
+- data/resources.csv
+- data/grants.csv
+- data/grants_preview.csv
+- data/gold_events.json
+- data/policies.json
+- data/policies.md
+- data/access_sample.json
+- data/schema.json
+- data/splits.json
+- data/protocol.md
+- data/evaluation.json
+- data/sample_preview.json
+- demo/ — runnable Gradio Space source
+- showcase/ — organization static card
+
+## Split
+
+Development identities are `usr_0001`–`usr_0100`, `svc_0001`–`svc_0010`, and `brk_0001`–`brk_0005`. Test identities are the remainder. Rows that belong to one authored gold event stay with that identity. Peer comparison uses the same department and identity type.
+
+## Gold policy
+
+`unused_privileged`, `sod_conflict`, `ownerless`, `orphan_identity`, and `peer_excess` are review labels. `unused_break_glass`, `unused_service`, `unused_seasonal`, and `unused_inherited_base` are context. `unused_incomplete_log` is insufficient evidence: missing usage is not proof of no need.
+
+## License
+
+CC-BY-4.0. Keep the synthetic-data label.
diff --git a/data/access_sample.json b/data/access_sample.json
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@@ -0,0 +1,22326 @@
+{
+  "identities": [
+    {
+      "identity_id": "usr_0001",
+      "display_name": "Human 0001",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0002",
+      "display_name": "Human 0002",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0003",
+      "display_name": "Human 0003",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0004",
+      "display_name": "Human 0004",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0005",
+      "display_name": "Human 0005",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0006",
+      "display_name": "Human 0006",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0007",
+      "display_name": "Human 0007",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0008",
+      "display_name": "Human 0008",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0009",
+      "display_name": "Human 0009",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0010",
+      "display_name": "Human 0010",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0011",
+      "display_name": "Human 0011",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0012",
+      "display_name": "Human 0012",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0013",
+      "display_name": "Human 0013",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0014",
+      "display_name": "Human 0014",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0015",
+      "display_name": "Human 0015",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0016",
+      "display_name": "Human 0016",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0017",
+      "display_name": "Human 0017",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0018",
+      "display_name": "Human 0018",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0019",
+      "display_name": "Human 0019",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0020",
+      "display_name": "Human 0020",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0021",
+      "display_name": "Human 0021",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0022",
+      "display_name": "Human 0022",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0023",
+      "display_name": "Human 0023",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0024",
+      "display_name": "Human 0024",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0025",
+      "display_name": "Human 0025",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0026",
+      "display_name": "Human 0026",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0027",
+      "display_name": "Human 0027",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0028",
+      "display_name": "Human 0028",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0029",
+      "display_name": "Human 0029",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0030",
+      "display_name": "Human 0030",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0031",
+      "display_name": "Human 0031",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0032",
+      "display_name": "Human 0032",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0033",
+      "display_name": "Human 0033",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0034",
+      "display_name": "Human 0034",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0035",
+      "display_name": "Human 0035",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0036",
+      "display_name": "Human 0036",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0037",
+      "display_name": "Human 0037",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0038",
+      "display_name": "Human 0038",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0039",
+      "display_name": "Human 0039",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0040",
+      "display_name": "Human 0040",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0041",
+      "display_name": "Human 0041",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0042",
+      "display_name": "Human 0042",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0043",
+      "display_name": "Human 0043",
+      "identity_type": "human",
+      "owner_id": "",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0044",
+      "display_name": "Human 0044",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0045",
+      "display_name": "Human 0045",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0046",
+      "display_name": "Human 0046",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0047",
+      "display_name": "Human 0047",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0048",
+      "display_name": "Human 0048",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0049",
+      "display_name": "Human 0049",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0050",
+      "display_name": "Human 0050",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0051",
+      "display_name": "Human 0051",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0052",
+      "display_name": "Human 0052",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0053",
+      "display_name": "Human 0053",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0054",
+      "display_name": "Human 0054",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0055",
+      "display_name": "Human 0055",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0056",
+      "display_name": "Human 0056",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0057",
+      "display_name": "Human 0057",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0058",
+      "display_name": "Human 0058",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0059",
+      "display_name": "Human 0059",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0060",
+      "display_name": "Human 0060",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0061",
+      "display_name": "Human 0061",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0062",
+      "display_name": "Human 0062",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0063",
+      "display_name": "Human 0063",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0064",
+      "display_name": "Human 0064",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0065",
+      "display_name": "Human 0065",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0066",
+      "display_name": "Human 0066",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0067",
+      "display_name": "Human 0067",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0068",
+      "display_name": "Human 0068",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0069",
+      "display_name": "Human 0069",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0070",
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+      "identity_id": "usr_0146",
+      "display_name": "Human 0146",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0147",
+      "display_name": "Human 0147",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0148",
+      "display_name": "Human 0148",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0149",
+      "display_name": "Human 0149",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0150",
+      "display_name": "Human 0150",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0001",
+      "display_name": "Service 0001",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0002",
+      "display_name": "Service 0002",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0003",
+      "display_name": "Service 0003",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0004",
+      "display_name": "Service 0004",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0005",
+      "display_name": "Service 0005",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0006",
+      "display_name": "Service 0006",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0007",
+      "display_name": "Service 0007",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0008",
+      "display_name": "Service 0008",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0009",
+      "display_name": "Service 0009",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0010",
+      "display_name": "Service 0010",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0011",
+      "display_name": "Service 0011",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0012",
+      "display_name": "Service 0012",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0013",
+      "display_name": "Service 0013",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0014",
+      "display_name": "Service 0014",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0015",
+      "display_name": "Service 0015",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0016",
+      "display_name": "Service 0016",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0017",
+      "display_name": "Service 0017",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0018",
+      "display_name": "Service 0018",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0019",
+      "display_name": "Service 0019",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0020",
+      "display_name": "Service 0020",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "brk_0001",
+      "display_name": "Break glass 0001",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "brk_0002",
+      "display_name": "Break glass 0002",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "brk_0003",
+      "display_name": "Break glass 0003",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "brk_0004",
+      "display_name": "Break glass 0004",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "brk_0005",
+      "display_name": "Break glass 0005",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "brk_0006",
+      "display_name": "Break glass 0006",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "brk_0007",
+      "display_name": "Break glass 0007",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "brk_0008",
+      "display_name": "Break glass 0008",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "brk_0009",
+      "display_name": "Break glass 0009",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "brk_0010",
+      "display_name": "Break glass 0010",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    }
+  ],
+  "roles": [
+    {
+      "role_id": "role-employee-base",
+      "name": "Employee base",
+      "description": "Employee base",
+      "owner_id": "mgr_iam",
+      "sensitivity": "low",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-email-user",
+      "name": "Email user",
+      "description": "Email user",
+      "owner_id": "mgr_iam",
+      "sensitivity": "low",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-vpn-user",
+      "name": "VPN user",
+      "description": "VPN user",
+      "owner_id": "mgr_iam",
+      "sensitivity": "low",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-finance-reader",
+      "name": "Finance reader",
+      "description": "Finance reader",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-finance-approver",
+      "name": "Finance approver",
+      "description": "Finance approver",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "finance-payment",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-finance-payer",
+      "name": "Finance payer",
+      "description": "Finance payer",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "finance-payment",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-hr-reader",
+      "name": "HR reader",
+      "description": "HR reader",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-hr-admin",
+      "name": "HR admin",
+      "description": "HR admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-eng-repo-read",
+      "name": "Repo read",
+      "description": "Repo read",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-eng-prod-deploy",
+      "name": "Prod deploy",
+      "description": "Prod deploy",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-eng-admin",
+      "name": "Eng admin",
+      "description": "Eng admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-sales-crm",
+      "name": "Sales CRM",
+      "description": "Sales CRM",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-sales-admin",
+      "name": "Sales admin",
+      "description": "Sales admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-ops-monitor",
+      "name": "Ops monitor",
+      "description": "Ops monitor",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-ops-admin",
+      "name": "Ops admin",
+      "description": "Ops admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-contractor-seasonal",
+      "name": "Seasonal contractor",
+      "description": "Seasonal contractor",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": true,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-break-glass-admin",
+      "name": "Break-glass admin",
+      "description": "Break-glass admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "critical",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": true,
+      "service": false
+    },
+    {
+      "role_id": "role-svc-backup",
+      "name": "Backup job",
+      "description": "Backup job",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": true
+    },
+    {
+      "role_id": "role-svc-ci",
+      "name": "CI deploy job",
+      "description": "CI deploy job",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": true
+    },
+    {
+      "role_id": "role-payroll-export",
+      "name": "Payroll export",
+      "description": "Payroll export",
+      "owner_id": "mgr_iam",
+      "sensitivity": "critical",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-iam-admin",
+      "name": "IAM admin",
+      "description": "IAM admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "critical",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-audit-reader",
+      "name": "Audit reader",
+      "description": "Audit reader",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-wiki-editor",
+      "name": "Wiki editor",
+      "description": "Wiki editor",
+      "owner_id": "mgr_iam",
+      "sensitivity": "low",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-customer-pii",
+      "name": "Customer PII",
+      "description": "Customer PII",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-billing-write",
+      "name": "Billing write",
+      "description": "Billing write",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-legal-hold",
+      "name": "Legal hold",
+      "description": "Legal hold",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-data-warehouse",
+      "name": "Warehouse reader",
+      "description": "Warehouse reader",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-okta-app-admin",
+      "name": "App admin",
+      "description": "App admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    }
+  ],
+  "resources": [
+    {
+      "resource_id": "res-hris-profile",
+      "name": "hris profile",
+      "system": "hris",
+      "owner_id": "mgr_iam",
+      "sensitivity": "low",
+      "role_id": "role-employee-base"
+    },
+    {
+      "resource_id": "res-mail-mailbox",
+      "name": "mail mailbox",
+      "system": "mail",
+      "owner_id": "mgr_iam",
+      "sensitivity": "low",
+      "role_id": "role-email-user"
+    },
+    {
+      "resource_id": "res-vpn-gateway",
+      "name": "vpn gateway",
+      "system": "vpn",
+      "owner_id": "mgr_iam",
+      "sensitivity": "low",
+      "role_id": "role-vpn-user"
+    },
+    {
+      "resource_id": "res-erp-read",
+      "name": "erp read",
+      "system": "erp",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "role_id": "role-finance-reader"
+    },
+    {
+      "resource_id": "res-ledger-view",
+      "name": "ledger view",
+      "system": "ledger",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "role_id": "role-finance-reader"
+    },
+    {
+      "resource_id": "res-erp-approve",
+      "name": "erp approve",
+      "system": "erp",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "role_id": "role-finance-approver"
+    },
+    {
+      "resource_id": "res-erp-pay",
+      "name": "erp pay",
+      "system": "erp",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "role_id": "role-finance-payer"
+    },
+    {
+      "resource_id": "res-hris-read",
+      "name": "hris read",
+      "system": "hris",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "role_id": "role-hr-reader"
+    },
+    {
+      "resource_id": "res-hris-admin",
+      "name": "hris admin",
+      "system": "hris",
+      "owner_id": "mgr_iam",
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+      "department": "operations",
+      "owner_id": "mgr_iam",
+      "status": "active",
+      "seasonal_identity": false,
+      "role_id": "role-break-glass-admin",
+      "resource_ids": [
+        "res-root-console"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2025-08-15T00:00:00Z",
+      "usage_count": 0,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "critical",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": true,
+      "service": false,
+      "lab_event_id": "GOLD-BREAKGLASS-01",
+      "lab_family": "unused_break_glass",
+      "split": "test"
+    },
+    {
+      "grant_id": "gnt_0642",
+      "identity_id": "brk_0009",
+      "identity_type": "break_glass",
+      "department": "operations",
+      "owner_id": "mgr_iam",
+      "status": "active",
+      "seasonal_identity": false,
+      "role_id": "role-break-glass-admin",
+      "resource_ids": [
+        "res-root-console"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2025-08-15T00:00:00Z",
+      "usage_count": 0,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "critical",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": true,
+      "service": false,
+      "lab_event_id": "",
+      "lab_family": "unused_break_glass",
+      "split": "test"
+    },
+    {
+      "grant_id": "gnt_0643",
+      "identity_id": "brk_0010",
+      "identity_type": "break_glass",
+      "department": "operations",
+      "owner_id": "mgr_iam",
+      "status": "active",
+      "seasonal_identity": false,
+      "role_id": "role-break-glass-admin",
+      "resource_ids": [
+        "res-root-console"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2025-08-15T00:00:00Z",
+      "usage_count": 0,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "critical",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": true,
+      "service": false,
+      "lab_event_id": "",
+      "lab_family": "unused_break_glass",
+      "split": "test"
+    },
+    {
+      "grant_id": "gnt_0644",
+      "identity_id": "usr_0041",
+      "identity_type": "human",
+      "department": "finance",
+      "owner_id": "mgr_finance",
+      "status": "active",
+      "seasonal_identity": false,
+      "role_id": "role-payroll-export",
+      "resource_ids": [
+        "res-payroll-bucket"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2026-01-22T00:00:00Z",
+      "usage_count": 0,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "critical",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-UNUSED-DEV-01",
+      "lab_family": "unused_privileged",
+      "split": "development"
+    },
+    {
+      "grant_id": "gnt_0645",
+      "identity_id": "usr_0042",
+      "identity_type": "human",
+      "department": "finance",
+      "owner_id": "mgr_finance",
+      "status": "active",
+      "seasonal_identity": true,
+      "role_id": "role-finance-approver",
+      "resource_ids": [
+        "res-erp-approve"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2026-06-19T00:00:00Z",
+      "usage_count": 18,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": true,
+      "sod_group": "finance-payment",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-SOD-DEV-01",
+      "lab_family": "sod_conflict",
+      "split": "development"
+    },
+    {
+      "grant_id": "gnt_0646",
+      "identity_id": "usr_0042",
+      "identity_type": "human",
+      "department": "finance",
+      "owner_id": "mgr_finance",
+      "status": "active",
+      "seasonal_identity": true,
+      "role_id": "role-finance-payer",
+      "resource_ids": [
+        "res-erp-pay"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2026-06-16T00:00:00Z",
+      "usage_count": 11,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": true,
+      "sod_group": "finance-payment",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-SOD-DEV-01",
+      "lab_family": "sod_conflict",
+      "split": "development"
+    },
+    {
+      "grant_id": "gnt_0647",
+      "identity_id": "usr_0043",
+      "identity_type": "human",
+      "department": "sales",
+      "owner_id": "",
+      "status": "active",
+      "seasonal_identity": false,
+      "role_id": "role-customer-pii",
+      "resource_ids": [
+        "res-crm-pii"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2026-06-11T00:00:00Z",
+      "usage_count": 9,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "high",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-OWNERLESS-DEV-01",
+      "lab_family": "ownerless",
+      "split": "development"
+    },
+    {
+      "grant_id": "gnt_0648",
+      "identity_id": "usr_0050",
+      "identity_type": "human",
+      "department": "sales",
+      "owner_id": "mgr_sales",
+      "status": "active",
+      "seasonal_identity": false,
+      "role_id": "role-eng-prod-deploy",
+      "resource_ids": [
+        "res-k8s-prod"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2026-06-15T00:00:00Z",
+      "usage_count": 7,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-PEER-DEV-01",
+      "lab_family": "peer_excess",
+      "split": "development"
+    },
+    {
+      "grant_id": "gnt_0649",
+      "identity_id": "usr_0060",
+      "identity_type": "human",
+      "department": "hr",
+      "owner_id": "mgr_hr",
+      "status": "active",
+      "seasonal_identity": true,
+      "role_id": "role-hr-admin",
+      "resource_ids": [
+        "res-hris-admin"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "",
+      "usage_count": 0,
+      "usage_window_days": 90,
+      "usage_log_coverage": "none",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": true,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-COVERAGE-DEV-01",
+      "lab_family": "unused_incomplete_log",
+      "split": "development"
+    },
+    {
+      "grant_id": "gnt_0650",
+      "identity_id": "usr_0080",
+      "identity_type": "human",
+      "department": "contractors",
+      "owner_id": "mgr_vendor",
+      "status": "active",
+      "seasonal_identity": true,
+      "role_id": "role-contractor-seasonal",
+      "resource_ids": [
+        "res-contractor-portal"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "2026-09-29T00:00:00Z",
+      "last_used_at": "2026-03-13T00:00:00Z",
+      "usage_count": 0,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": true,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-SEASONAL-DEV-01",
+      "lab_family": "unused_seasonal",
+      "split": "development"
+    },
+    {
+      "grant_id": "gnt_0651",
+      "identity_id": "usr_0121",
+      "identity_type": "human",
+      "department": "finance",
+      "owner_id": "mgr_finance",
+      "status": "active",
+      "seasonal_identity": false,
+      "role_id": "role-payroll-export",
+      "resource_ids": [
+        "res-payroll-bucket"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2026-02-01T00:00:00Z",
+      "usage_count": 0,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "critical",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-UNUSED-01",
+      "lab_family": "unused_privileged",
+      "split": "test"
+    },
+    {
+      "grant_id": "gnt_0652",
+      "identity_id": "usr_0122",
+      "identity_type": "human",
+      "department": "finance",
+      "owner_id": "mgr_finance",
+      "status": "active",
+      "seasonal_identity": false,
+      "role_id": "role-finance-approver",
+      "resource_ids": [
+        "res-erp-approve"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2026-06-21T00:00:00Z",
+      "usage_count": 22,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "finance-payment",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-SOD-01",
+      "lab_family": "sod_conflict",
+      "split": "test"
+    },
+    {
+      "grant_id": "gnt_0653",
+      "identity_id": "usr_0122",
+      "identity_type": "human",
+      "department": "finance",
+      "owner_id": "mgr_finance",
+      "status": "active",
+      "seasonal_identity": false,
+      "role_id": "role-finance-payer",
+      "resource_ids": [
+        "res-erp-pay"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2026-06-20T00:00:00Z",
+      "usage_count": 19,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "finance-payment",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-SOD-01",
+      "lab_family": "sod_conflict",
+      "split": "test"
+    },
+    {
+      "grant_id": "gnt_0654",
+      "identity_id": "usr_0123",
+      "identity_type": "human",
+      "department": "engineering",
+      "owner_id": "",
+      "status": "active",
+      "seasonal_identity": false,
+      "role_id": "role-iam-admin",
+      "resource_ids": [
+        "res-idp-admin"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2026-06-06T00:00:00Z",
+      "usage_count": 6,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "critical",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-OWNERLESS-01",
+      "lab_family": "ownerless",
+      "split": "test"
+    },
+    {
+      "grant_id": "gnt_0655",
+      "identity_id": "usr_0124",
+      "identity_type": "human",
+      "department": "sales",
+      "owner_id": "mgr_sales",
+      "status": "active",
+      "seasonal_identity": false,
+      "role_id": "role-eng-prod-deploy",
+      "resource_ids": [
+        "res-k8s-prod"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2026-06-17T00:00:00Z",
+      "usage_count": 8,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-PEER-01",
+      "lab_family": "peer_excess",
+      "split": "test"
+    },
+    {
+      "grant_id": "gnt_0656",
+      "identity_id": "usr_0125",
+      "identity_type": "human",
+      "department": "sales",
+      "owner_id": "",
+      "status": "departed",
+      "seasonal_identity": false,
+      "role_id": "role-customer-pii",
+      "resource_ids": [
+        "res-crm-pii"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "2026-05-22T00:00:00Z",
+      "usage_count": 3,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "high",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-ORPHAN-01",
+      "lab_family": "orphan_identity",
+      "split": "test"
+    },
+    {
+      "grant_id": "gnt_0657",
+      "identity_id": "usr_0126",
+      "identity_type": "human",
+      "department": "engineering",
+      "owner_id": "mgr_eng",
+      "status": "active",
+      "seasonal_identity": true,
+      "role_id": "role-okta-app-admin",
+      "resource_ids": [
+        "res-okta-apps"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "",
+      "last_used_at": "",
+      "usage_count": 0,
+      "usage_window_days": 90,
+      "usage_log_coverage": "none",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": true,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-COVERAGE-01",
+      "lab_family": "unused_incomplete_log",
+      "split": "test"
+    },
+    {
+      "grant_id": "gnt_0658",
+      "identity_id": "usr_0127",
+      "identity_type": "human",
+      "department": "contractors",
+      "owner_id": "mgr_vendor",
+      "status": "active",
+      "seasonal_identity": true,
+      "role_id": "role-contractor-seasonal",
+      "resource_ids": [
+        "res-contractor-portal"
+      ],
+      "grant_kind": "direct",
+      "inherited_from": "",
+      "created_at": "2025-05-27T00:00:00Z",
+      "expires_at": "2026-09-29T00:00:00Z",
+      "last_used_at": "2026-03-18T00:00:00Z",
+      "usage_count": 0,
+      "usage_window_days": 90,
+      "usage_log_coverage": "full",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": true,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false,
+      "lab_event_id": "GOLD-SEASONAL-01",
+      "lab_family": "unused_seasonal",
+      "split": "test"
+    }
+  ],
+  "gold": [
+    {
+      "event_id": "GOLD-UNUSED-DEV-01",
+      "identity_id": "usr_0041",
+      "role_id": "role-payroll-export",
+      "start": "2026-01-02T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_privileged",
+      "split": "development",
+      "note": "Finance human holds unused payroll export with full logs."
+    },
+    {
+      "event_id": "GOLD-SOD-DEV-01",
+      "identity_id": "usr_0042",
+      "role_id": "role-finance-approver",
+      "start": "2025-12-13T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "sod_conflict",
+      "split": "development",
+      "note": "Same human holds finance approver and payer."
+    },
+    {
+      "event_id": "GOLD-OWNERLESS-DEV-01",
+      "identity_id": "usr_0043",
+      "role_id": "role-customer-pii",
+      "start": "2026-03-03T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "ownerless",
+      "split": "development",
+      "note": "Active human with empty owner still holds customer PII."
+    },
+    {
+      "event_id": "GOLD-PEER-DEV-01",
+      "identity_id": "usr_0050",
+      "role_id": "role-eng-prod-deploy",
+      "start": "2026-05-22T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "peer_excess",
+      "split": "development",
+      "note": "Sales peer group does not hold prod deploy."
+    },
+    {
+      "event_id": "GOLD-COVERAGE-DEV-01",
+      "identity_id": "usr_0060",
+      "role_id": "role-hr-admin",
+      "start": "2025-12-13T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_incomplete_log",
+      "split": "development",
+      "note": "Unused HR admin but usage log coverage is none."
+    },
+    {
+      "event_id": "GOLD-BREAKGLASS-DEV-01",
+      "identity_id": "brk_0001",
+      "role_id": "role-break-glass-admin",
+      "start": "2025-05-27T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_break_glass",
+      "split": "development",
+      "note": "Break-glass idle time is expected."
+    },
+    {
+      "event_id": "GOLD-SERVICE-DEV-01",
+      "identity_id": "svc_0001",
+      "role_id": "role-svc-backup",
+      "start": "2025-12-13T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_service",
+      "split": "development",
+      "note": "Backup job may be idle longer than 90 days."
+    },
+    {
+      "event_id": "GOLD-SEASONAL-DEV-01",
+      "identity_id": "usr_0080",
+      "role_id": "role-contractor-seasonal",
+      "start": "2026-03-13T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_seasonal",
+      "split": "development",
+      "note": "Contractor seasonal role is idle off-season."
+    },
+    {
+      "event_id": "GOLD-UNUSED-01",
+      "identity_id": "usr_0121",
+      "role_id": "role-payroll-export",
+      "start": "2026-01-22T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_privileged",
+      "split": "test",
+      "note": "Held-out unused payroll export with full coverage."
+    },
+    {
+      "event_id": "GOLD-SOD-01",
+      "identity_id": "usr_0122",
+      "role_id": "role-finance-approver",
+      "start": "2025-12-03T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "sod_conflict",
+      "split": "test",
+      "note": "Held-out SoD pair on one human."
+    },
+    {
+      "event_id": "GOLD-OWNERLESS-01",
+      "identity_id": "usr_0123",
+      "role_id": "role-iam-admin",
+      "start": "2026-04-02T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "ownerless",
+      "split": "test",
+      "note": "Ownerless IAM admin grant."
+    },
+    {
+      "event_id": "GOLD-PEER-01",
+      "identity_id": "usr_0124",
+      "role_id": "role-eng-prod-deploy",
+      "start": "2026-06-11T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "peer_excess",
+      "split": "test",
+      "note": "Sales identity with engineering prod deploy."
+    },
+    {
+      "event_id": "GOLD-ORPHAN-01",
+      "identity_id": "usr_0125",
+      "role_id": "role-customer-pii",
+      "start": "2026-04-22T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "orphan_identity",
+      "split": "test",
+      "note": "Departed identity still holds customer PII."
+    },
+    {
+      "event_id": "GOLD-COVERAGE-01",
+      "identity_id": "usr_0126",
+      "role_id": "role-okta-app-admin",
+      "start": "2025-12-13T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_incomplete_log",
+      "split": "test",
+      "note": "Unused app admin with no usage log coverage."
+    },
+    {
+      "event_id": "GOLD-BREAKGLASS-01",
+      "identity_id": "brk_0008",
+      "role_id": "role-break-glass-admin",
+      "start": "2025-09-04T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_break_glass",
+      "split": "test",
+      "note": "Held-out break-glass unused account."
+    },
+    {
+      "event_id": "GOLD-SERVICE-01",
+      "identity_id": "svc_0015",
+      "role_id": "role-svc-ci",
+      "start": "2026-01-02T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_service",
+      "split": "test",
+      "note": "Held-out CI service account idle window."
+    },
+    {
+      "event_id": "GOLD-SEASONAL-01",
+      "identity_id": "usr_0127",
+      "role_id": "role-contractor-seasonal",
+      "start": "2026-03-23T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_seasonal",
+      "split": "test",
+      "note": "Held-out seasonal contractor idle off-season."
+    },
+    {
+      "event_id": "GOLD-INHERITED-01",
+      "identity_id": "usr_0128",
+      "role_id": "role-employee-base",
+      "start": "2026-02-11T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_inherited_base",
+      "split": "test",
+      "note": "Unused inherited employee-base grant is bundle context."
+    }
+  ]
+}
\ No newline at end of file
diff --git a/data/evaluation.json b/data/evaluation.json
new file mode 100644
index 0000000000000000000000000000000000000000..3cfdee8cddb420eb32044adf509b21978b9cff7e
--- /dev/null
+++ b/data/evaluation.json
@@ -0,0 +1,327 @@
+{
+  "seed": 15,
+  "n_identities": 180,
+  "n_roles": 28,
+  "n_resources": 29,
+  "n_grants": 658,
+  "n_events": 18,
+  "kpis": {
+    "n_raw": 658,
+    "n_valid": 658,
+    "n_dropped": 0,
+    "n_grants": 658,
+    "n_identities": 180,
+    "n_security_review": 15,
+    "n_context": 15,
+    "n_insufficient": 2,
+    "n_sod": 4,
+    "n_ownerless": 3,
+    "parse_coverage": 1.0,
+    "event_recall": 1.0,
+    "precision": 0.8571,
+    "precision_at_k": 0.8571,
+    "protected_as_security": 0,
+    "seconds": 1.385,
+    "threshold": 90.0,
+    "model_names": "rules+peer+policy-bm25",
+    "review_capacity": 12
+  },
+  "comparison": [
+    {
+      "method": "unused_90d",
+      "split": "development",
+      "event_recall": 0.25,
+      "precision": 0.1111,
+      "precision_at_k": 0.1111,
+      "protected_as_security": 7,
+      "coverage_as_security": 1,
+      "n_security_alerts": 9,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "sod_only",
+      "split": "development",
+      "event_recall": 0.25,
+      "precision": 1.0,
+      "precision_at_k": 1.0,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 2,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ownerless_only",
+      "split": "development",
+      "event_recall": 0.25,
+      "precision": 0.2,
+      "precision_at_k": 0.2,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 5,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "rules",
+      "split": "development",
+      "event_recall": 1.0,
+      "precision": 0.5556,
+      "precision_at_k": 0.5556,
+      "protected_as_security": 0,
+      "coverage_as_security": 1,
+      "n_security_alerts": 9,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "peer_jaccard",
+      "split": "development",
+      "event_recall": 0.75,
+      "precision": 0.5,
+      "precision_at_k": 0.5,
+      "protected_as_security": 0,
+      "coverage_as_security": 1,
+      "n_security_alerts": 8,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ariaaccessreview",
+      "split": "development",
+      "event_recall": 1.0,
+      "precision": 0.625,
+      "precision_at_k": 0.625,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 8,
+      "n_context_alerts": 7,
+      "n_insufficient": 1,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "unused_90d",
+      "split": "test",
+      "event_recall": 0.2,
+      "precision": 0.1,
+      "precision_at_k": 0.1,
+      "protected_as_security": 8,
+      "coverage_as_security": 1,
+      "n_security_alerts": 10,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "sod_only",
+      "split": "test",
+      "event_recall": 0.2,
+      "precision": 1.0,
+      "precision_at_k": 1.0,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 2,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ownerless_only",
+      "split": "test",
+      "event_recall": 0.4,
+      "precision": 0.2,
+      "precision_at_k": 0.2,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 10,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "rules",
+      "split": "test",
+      "event_recall": 1.0,
+      "precision": 0.75,
+      "precision_at_k": 0.75,
+      "protected_as_security": 0,
+      "coverage_as_security": 1,
+      "n_security_alerts": 8,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "peer_jaccard",
+      "split": "test",
+      "event_recall": 0.8,
+      "precision": 0.7143,
+      "precision_at_k": 0.7143,
+      "protected_as_security": 0,
+      "coverage_as_security": 1,
+      "n_security_alerts": 7,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ariaaccessreview",
+      "split": "test",
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "precision_at_k": 0.8571,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 7,
+      "n_context_alerts": 8,
+      "n_insufficient": 1,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "unused_90d",
+      "split": "all",
+      "event_recall": 0.2222,
+      "precision": 0.1053,
+      "precision_at_k": 0.1667,
+      "protected_as_security": 15,
+      "coverage_as_security": 2,
+      "n_security_alerts": 19,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "sod_only",
+      "split": "all",
+      "event_recall": 0.2222,
+      "precision": 1.0,
+      "precision_at_k": 1.0,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 4,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ownerless_only",
+      "split": "all",
+      "event_recall": 0.3333,
+      "precision": 0.2,
+      "precision_at_k": 0.25,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 15,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "rules",
+      "split": "all",
+      "event_recall": 1.0,
+      "precision": 0.6471,
+      "precision_at_k": 0.75,
+      "protected_as_security": 0,
+      "coverage_as_security": 2,
+      "n_security_alerts": 17,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "peer_jaccard",
+      "split": "all",
+      "event_recall": 0.7778,
+      "precision": 0.6,
+      "precision_at_k": 0.6667,
+      "protected_as_security": 0,
+      "coverage_as_security": 2,
+      "n_security_alerts": 15,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ariaaccessreview",
+      "split": "all",
+      "event_recall": 1.0,
+      "precision": 0.7333,
+      "precision_at_k": 0.75,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 15,
+      "n_context_alerts": 15,
+      "n_insufficient": 2,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    }
+  ],
+  "calibration": [
+    {
+      "threshold": 30.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 60.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 90.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 120.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 150.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 180.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    }
+  ]
+}
\ No newline at end of file
diff --git a/data/gold_events.json b/data/gold_events.json
new file mode 100644
index 0000000000000000000000000000000000000000..57729da9f7209b12285356ed45be48db4db778bc
--- /dev/null
+++ b/data/gold_events.json
@@ -0,0 +1,182 @@
+[
+  {
+    "event_id":"GOLD-UNUSED-DEV-01",
+    "identity_id":"usr_0041",
+    "role_id":"role-payroll-export",
+    "start":"2026-01-02T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_privileged",
+    "split":"development",
+    "note":"Finance human holds unused payroll export with full logs."
+  },
+  {
+    "event_id":"GOLD-SOD-DEV-01",
+    "identity_id":"usr_0042",
+    "role_id":"role-finance-approver",
+    "start":"2025-12-13T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"sod_conflict",
+    "split":"development",
+    "note":"Same human holds finance approver and payer."
+  },
+  {
+    "event_id":"GOLD-OWNERLESS-DEV-01",
+    "identity_id":"usr_0043",
+    "role_id":"role-customer-pii",
+    "start":"2026-03-03T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"ownerless",
+    "split":"development",
+    "note":"Active human with empty owner still holds customer PII."
+  },
+  {
+    "event_id":"GOLD-PEER-DEV-01",
+    "identity_id":"usr_0050",
+    "role_id":"role-eng-prod-deploy",
+    "start":"2026-05-22T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"peer_excess",
+    "split":"development",
+    "note":"Sales peer group does not hold prod deploy."
+  },
+  {
+    "event_id":"GOLD-COVERAGE-DEV-01",
+    "identity_id":"usr_0060",
+    "role_id":"role-hr-admin",
+    "start":"2025-12-13T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_incomplete_log",
+    "split":"development",
+    "note":"Unused HR admin but usage log coverage is none."
+  },
+  {
+    "event_id":"GOLD-BREAKGLASS-DEV-01",
+    "identity_id":"brk_0001",
+    "role_id":"role-break-glass-admin",
+    "start":"2025-05-27T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_break_glass",
+    "split":"development",
+    "note":"Break-glass idle time is expected."
+  },
+  {
+    "event_id":"GOLD-SERVICE-DEV-01",
+    "identity_id":"svc_0001",
+    "role_id":"role-svc-backup",
+    "start":"2025-12-13T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_service",
+    "split":"development",
+    "note":"Backup job may be idle longer than 90 days."
+  },
+  {
+    "event_id":"GOLD-SEASONAL-DEV-01",
+    "identity_id":"usr_0080",
+    "role_id":"role-contractor-seasonal",
+    "start":"2026-03-13T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_seasonal",
+    "split":"development",
+    "note":"Contractor seasonal role is idle off-season."
+  },
+  {
+    "event_id":"GOLD-UNUSED-01",
+    "identity_id":"usr_0121",
+    "role_id":"role-payroll-export",
+    "start":"2026-01-22T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_privileged",
+    "split":"test",
+    "note":"Held-out unused payroll export with full coverage."
+  },
+  {
+    "event_id":"GOLD-SOD-01",
+    "identity_id":"usr_0122",
+    "role_id":"role-finance-approver",
+    "start":"2025-12-03T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"sod_conflict",
+    "split":"test",
+    "note":"Held-out SoD pair on one human."
+  },
+  {
+    "event_id":"GOLD-OWNERLESS-01",
+    "identity_id":"usr_0123",
+    "role_id":"role-iam-admin",
+    "start":"2026-04-02T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"ownerless",
+    "split":"test",
+    "note":"Ownerless IAM admin grant."
+  },
+  {
+    "event_id":"GOLD-PEER-01",
+    "identity_id":"usr_0124",
+    "role_id":"role-eng-prod-deploy",
+    "start":"2026-06-11T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"peer_excess",
+    "split":"test",
+    "note":"Sales identity with engineering prod deploy."
+  },
+  {
+    "event_id":"GOLD-ORPHAN-01",
+    "identity_id":"usr_0125",
+    "role_id":"role-customer-pii",
+    "start":"2026-04-22T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"orphan_identity",
+    "split":"test",
+    "note":"Departed identity still holds customer PII."
+  },
+  {
+    "event_id":"GOLD-COVERAGE-01",
+    "identity_id":"usr_0126",
+    "role_id":"role-okta-app-admin",
+    "start":"2025-12-13T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_incomplete_log",
+    "split":"test",
+    "note":"Unused app admin with no usage log coverage."
+  },
+  {
+    "event_id":"GOLD-BREAKGLASS-01",
+    "identity_id":"brk_0008",
+    "role_id":"role-break-glass-admin",
+    "start":"2025-09-04T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_break_glass",
+    "split":"test",
+    "note":"Held-out break-glass unused account."
+  },
+  {
+    "event_id":"GOLD-SERVICE-01",
+    "identity_id":"svc_0015",
+    "role_id":"role-svc-ci",
+    "start":"2026-01-02T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_service",
+    "split":"test",
+    "note":"Held-out CI service account idle window."
+  },
+  {
+    "event_id":"GOLD-SEASONAL-01",
+    "identity_id":"usr_0127",
+    "role_id":"role-contractor-seasonal",
+    "start":"2026-03-23T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_seasonal",
+    "split":"test",
+    "note":"Held-out seasonal contractor idle off-season."
+  },
+  {
+    "event_id":"GOLD-INHERITED-01",
+    "identity_id":"usr_0128",
+    "role_id":"role-employee-base",
+    "start":"2026-02-11T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_inherited_base",
+    "split":"test",
+    "note":"Unused inherited employee-base grant is bundle context."
+  }
+]
\ No newline at end of file
diff --git a/data/grants.csv b/data/grants.csv
new file mode 100644
index 0000000000000000000000000000000000000000..17d218b08b7a96aea1d8e39bcefd8e01bf0b6ff4
--- /dev/null
+++ b/data/grants.csv
@@ -0,0 +1,659 @@
+grant_id,identity_id,identity_type,department,owner_id,status,seasonal_identity,role_id,resource_ids,grant_kind,inherited_from,created_at,expires_at,last_used_at,usage_count,usage_window_days,usage_log_coverage,sensitivity,privileged,seasonal,sod_group,break_glass,service,lab_event_id,lab_family,split
+gnt_0001,usr_0001,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,85,90,full,low,False,False,,False,False,,,development
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+gnt_0040,usr_0010,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,75,90,full,low,False,False,,False,False,,,development
+gnt_0041,usr_0010,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,45,90,full,low,False,False,,False,False,,,development
+gnt_0042,usr_0010,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-08T00:00:00Z,26,90,full,medium,False,False,,False,False,,,development
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+gnt_0045,usr_0011,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,66,90,full,low,False,False,,False,False,,,development
+gnt_0046,usr_0011,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-26T00:00:00Z,57,90,full,medium,False,False,,False,False,,,development
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+gnt_0051,usr_0012,human,contractors,mgr_vendor,active,True,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-05-31T00:00:00Z,11,90,full,low,False,True,,False,False,,,development
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+gnt_0055,usr_0013,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-27T00:00:00Z,69,90,full,medium,False,False,,False,False,,,development
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+gnt_0058,usr_0014,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,84,90,full,low,False,False,,False,False,,,development
+gnt_0059,usr_0014,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,74,90,full,low,False,False,,False,False,,,development
+gnt_0060,usr_0014,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-23T00:00:00Z,71,90,full,medium,False,False,,False,False,,,development
+gnt_0061,usr_0015,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,62,90,full,low,False,False,,False,False,,,development
+gnt_0062,usr_0015,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,43,90,full,low,False,False,,False,False,,,development
+gnt_0063,usr_0015,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,54,90,full,low,False,False,,False,False,,,development
+gnt_0064,usr_0015,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-01T00:00:00Z,23,90,full,medium,False,False,,False,False,,,development
+gnt_0065,usr_0016,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,48,90,full,low,False,False,,False,False,,,development
+gnt_0066,usr_0016,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,61,90,full,low,False,False,,False,False,,,development
+gnt_0067,usr_0016,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,83,90,full,low,False,False,,False,False,,,development
+gnt_0068,usr_0016,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-05-29T00:00:00Z,38,90,full,medium,False,False,,False,False,,,development
+gnt_0069,usr_0017,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,70,90,full,low,False,False,,False,False,,,development
+gnt_0070,usr_0017,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,76,90,full,low,False,False,,False,False,,,development
+gnt_0071,usr_0017,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,29,90,full,low,False,False,,False,False,,,development
+gnt_0072,usr_0017,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-05-28T00:00:00Z,48,90,full,medium,False,False,,False,False,,,development
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+gnt_0076,usr_0018,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-10T00:00:00Z,39,90,full,medium,False,True,,False,False,,,development
+gnt_0077,usr_0018,human,contractors,mgr_vendor,active,True,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-06-27T00:00:00Z,13,90,full,low,False,True,,False,False,,,development
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+gnt_0080,usr_0019,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,83,90,full,low,False,False,,False,False,,,development
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+gnt_0347,usr_0086,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,85,90,full,low,False,False,,False,False,,,development
+gnt_0348,usr_0086,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,65,90,full,low,False,False,,False,False,,,development
+gnt_0349,usr_0086,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,85,90,full,low,False,False,,False,False,,,development
+gnt_0350,usr_0086,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,53,90,full,medium,False,False,,False,False,,,development
+gnt_0351,usr_0087,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,64,90,full,low,False,False,,False,False,,,development
+gnt_0352,usr_0087,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,61,90,full,low,False,False,,False,False,,,development
+gnt_0353,usr_0087,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,42,90,full,low,False,False,,False,False,,,development
+gnt_0354,usr_0087,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-05-30T00:00:00Z,67,90,full,medium,False,False,,False,False,,,development
+gnt_0355,usr_0088,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,44,90,full,low,False,False,,False,False,,,development
+gnt_0356,usr_0088,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,77,90,full,low,False,False,,False,False,,,development
+gnt_0357,usr_0088,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,75,90,full,low,False,False,,False,False,,,development
+gnt_0358,usr_0088,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-26T00:00:00Z,55,90,full,medium,False,False,,False,False,,,development
+gnt_0359,usr_0089,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,58,90,full,low,False,False,,False,False,,,development
+gnt_0360,usr_0089,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,61,90,full,low,False,False,,False,False,,,development
+gnt_0361,usr_0089,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,88,90,full,low,False,False,,False,False,,,development
+gnt_0362,usr_0089,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-10T00:00:00Z,79,90,full,medium,False,False,,False,False,,,development
+gnt_0363,usr_0090,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,30,90,full,low,False,True,,False,False,,,development
+gnt_0364,usr_0090,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,84,90,full,low,False,True,,False,False,,,development
+gnt_0365,usr_0090,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,54,90,full,low,False,True,,False,False,,,development
+gnt_0366,usr_0090,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-07T00:00:00Z,16,90,full,medium,False,True,,False,False,,,development
+gnt_0367,usr_0091,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,39,90,full,low,False,False,,False,False,,,development
+gnt_0368,usr_0091,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,34,90,full,low,False,False,,False,False,,,development
+gnt_0369,usr_0091,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,49,90,full,low,False,False,,False,False,,,development
+gnt_0370,usr_0091,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,17,90,full,medium,False,False,,False,False,,,development
+gnt_0371,usr_0091,human,finance,mgr_finance,active,False,role-finance-approver,res-erp-approve,direct,,2025-05-27T00:00:00Z,,2026-06-05T00:00:00Z,17,90,full,high,True,False,finance-payment,False,False,,,development
+gnt_0372,usr_0091,human,finance,mgr_finance,active,False,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,13,90,full,low,False,False,,False,False,,,development
+gnt_0373,usr_0092,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,48,90,full,low,False,False,,False,False,,,development
+gnt_0374,usr_0092,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,80,90,full,low,False,False,,False,False,,,development
+gnt_0375,usr_0092,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,28,90,full,low,False,False,,False,False,,,development
+gnt_0376,usr_0092,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-06T00:00:00Z,35,90,full,medium,False,False,,False,False,,,development
+gnt_0377,usr_0093,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,20,90,full,low,False,False,,False,False,,,development
+gnt_0378,usr_0093,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,73,90,full,low,False,False,,False,False,,,development
+gnt_0379,usr_0093,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,53,90,full,low,False,False,,False,False,,,development
+gnt_0380,usr_0093,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-15T00:00:00Z,55,90,full,medium,False,False,,False,False,,,development
+gnt_0381,usr_0093,human,hr,mgr_hr,active,False,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,2,90,full,low,False,False,,False,False,,,development
+gnt_0382,usr_0094,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,68,90,full,low,False,False,,False,False,,,development
+gnt_0383,usr_0094,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,65,90,full,low,False,False,,False,False,,,development
+gnt_0384,usr_0094,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,89,90,full,low,False,False,,False,False,,,development
+gnt_0385,usr_0094,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-05-30T00:00:00Z,52,90,full,medium,False,False,,False,False,,,development
+gnt_0386,usr_0095,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,22,90,full,low,False,False,,False,False,,,development
+gnt_0387,usr_0095,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,62,90,full,low,False,False,,False,False,,,development
+gnt_0388,usr_0095,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,23,90,full,low,False,False,,False,False,,,development
+gnt_0389,usr_0095,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-05-29T00:00:00Z,50,90,full,medium,False,False,,False,False,,,development
+gnt_0390,usr_0096,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,31,90,full,low,False,True,,False,False,,,development
+gnt_0391,usr_0096,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,75,90,full,low,False,True,,False,False,,,development
+gnt_0392,usr_0096,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,38,90,full,low,False,True,,False,False,,,development
+gnt_0393,usr_0096,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-08T00:00:00Z,24,90,full,medium,False,True,,False,False,,,development
+gnt_0394,usr_0097,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,84,90,full,low,False,False,,False,False,,,development
+gnt_0395,usr_0097,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,64,90,full,low,False,False,,False,False,,,development
+gnt_0396,usr_0097,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,24,90,full,low,False,False,,False,False,,,development
+gnt_0397,usr_0097,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-27T00:00:00Z,34,90,full,medium,False,False,,False,False,,,development
+gnt_0398,usr_0098,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,82,90,full,low,False,False,,False,False,,,development
+gnt_0399,usr_0098,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,26,90,full,low,False,False,,False,False,,,development
+gnt_0400,usr_0098,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,52,90,full,low,False,False,,False,False,,,development
+gnt_0401,usr_0098,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-18T00:00:00Z,53,90,full,medium,False,False,,False,False,,,development
+gnt_0402,usr_0099,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,32,90,full,low,False,False,,False,False,,,development
+gnt_0403,usr_0099,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,50,90,full,low,False,False,,False,False,,,development
+gnt_0404,usr_0099,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,36,90,full,low,False,False,,False,False,,,development
+gnt_0405,usr_0099,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,34,90,full,medium,False,False,,False,False,,,development
+gnt_0406,usr_0100,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,80,90,full,low,False,False,,False,False,,,development
+gnt_0407,usr_0100,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,43,90,full,low,False,False,,False,False,,,development
+gnt_0408,usr_0100,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,22,90,full,low,False,False,,False,False,,,development
+gnt_0409,usr_0100,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-20T00:00:00Z,18,90,full,medium,False,False,,False,False,,,development
+gnt_0410,usr_0101,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,62,90,full,low,False,False,,False,False,,,test
+gnt_0411,usr_0101,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,47,90,full,low,False,False,,False,False,,,test
+gnt_0412,usr_0101,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,70,90,full,low,False,False,,False,False,,,test
+gnt_0413,usr_0101,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-08T00:00:00Z,75,90,full,medium,False,False,,False,False,,,test
+gnt_0414,usr_0102,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,38,90,full,low,False,True,,False,False,,,test
+gnt_0415,usr_0102,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,75,90,full,low,False,True,,False,False,,,test
+gnt_0416,usr_0102,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,26,90,full,low,False,True,,False,False,,,test
+gnt_0417,usr_0102,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-02T00:00:00Z,68,90,full,medium,False,True,,False,False,,,test
+gnt_0418,usr_0102,human,contractors,mgr_vendor,active,True,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-05-29T00:00:00Z,13,90,full,low,False,True,,False,False,,,test
+gnt_0419,usr_0103,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,24,90,full,low,False,False,,False,False,,,test
+gnt_0420,usr_0103,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,28,90,full,low,False,False,,False,False,,,test
+gnt_0421,usr_0103,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,74,90,full,low,False,False,,False,False,,,test
+gnt_0422,usr_0103,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,76,90,full,medium,False,False,,False,False,,,test
+gnt_0423,usr_0104,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,23,90,full,low,False,False,,False,False,,,test
+gnt_0424,usr_0104,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,22,90,full,low,False,False,,False,False,,,test
+gnt_0425,usr_0104,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,20,90,full,low,False,False,,False,False,,,test
+gnt_0426,usr_0104,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-11T00:00:00Z,17,90,full,medium,False,False,,False,False,,,test
+gnt_0427,usr_0105,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,32,90,full,low,False,False,,False,False,,,test
+gnt_0428,usr_0105,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,60,90,full,low,False,False,,False,False,,,test
+gnt_0429,usr_0105,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,88,90,full,low,False,False,,False,False,,,test
+gnt_0430,usr_0105,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,40,90,full,medium,False,False,,False,False,,,test
+gnt_0431,usr_0106,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,63,90,full,low,False,False,,False,False,,,test
+gnt_0432,usr_0106,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,78,90,full,low,False,False,,False,False,,,test
+gnt_0433,usr_0106,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,59,90,full,low,False,False,,False,False,,,test
+gnt_0434,usr_0106,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-01T00:00:00Z,54,90,full,medium,False,False,,False,False,,,test
+gnt_0435,usr_0107,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,72,90,full,low,False,False,,False,False,,,test
+gnt_0436,usr_0107,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,59,90,full,low,False,False,,False,False,,,test
+gnt_0437,usr_0107,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,40,90,full,low,False,False,,False,False,,,test
+gnt_0438,usr_0107,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-08T00:00:00Z,76,90,full,medium,False,False,,False,False,,,test
+gnt_0439,usr_0108,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,74,90,full,low,False,True,,False,False,,,test
+gnt_0440,usr_0108,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,28,90,full,low,False,True,,False,False,,,test
+gnt_0441,usr_0108,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,72,90,full,low,False,True,,False,False,,,test
+gnt_0442,usr_0108,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,77,90,full,medium,False,True,,False,False,,,test
+gnt_0443,usr_0109,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,77,90,full,low,False,False,,False,False,,,test
+gnt_0444,usr_0109,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,52,90,full,low,False,False,,False,False,,,test
+gnt_0445,usr_0109,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,49,90,full,low,False,False,,False,False,,,test
+gnt_0446,usr_0109,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-15T00:00:00Z,74,90,full,medium,False,False,,False,False,,,test
+gnt_0447,usr_0110,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,85,90,full,low,False,False,,False,False,,,test
+gnt_0448,usr_0110,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,74,90,full,low,False,False,,False,False,,,test
+gnt_0449,usr_0110,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,59,90,full,low,False,False,,False,False,,,test
+gnt_0450,usr_0110,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-09T00:00:00Z,40,90,full,medium,False,False,,False,False,,,test
+gnt_0451,usr_0110,human,engineering,mgr_eng,active,False,role-eng-prod-deploy,res-k8s-prod,direct,,2025-05-27T00:00:00Z,,2026-06-08T00:00:00Z,24,90,full,high,True,False,,False,False,,,test
+gnt_0452,usr_0111,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,25,90,full,low,False,False,,False,False,,,test
+gnt_0453,usr_0111,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,23,90,full,low,False,False,,False,False,,,test
+gnt_0454,usr_0111,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,60,90,full,low,False,False,,False,False,,,test
+gnt_0455,usr_0111,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-24T00:00:00Z,39,90,full,medium,False,False,,False,False,,,test
+gnt_0456,usr_0112,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,38,90,full,low,False,False,,False,False,,,test
+gnt_0457,usr_0112,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,63,90,full,low,False,False,,False,False,,,test
+gnt_0458,usr_0112,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,37,90,full,low,False,False,,False,False,,,test
+gnt_0459,usr_0112,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-05T00:00:00Z,36,90,full,medium,False,False,,False,False,,,test
+gnt_0460,usr_0113,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,47,90,full,low,False,False,,False,False,,,test
+gnt_0461,usr_0113,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,49,90,full,low,False,False,,False,False,,,test
+gnt_0462,usr_0113,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,29,90,full,low,False,False,,False,False,,,test
+gnt_0463,usr_0113,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-19T00:00:00Z,58,90,full,medium,False,False,,False,False,,,test
+gnt_0464,usr_0114,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,61,90,full,low,False,True,,False,False,,,test
+gnt_0465,usr_0114,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,79,90,full,low,False,True,,False,False,,,test
+gnt_0466,usr_0114,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,21,90,full,low,False,True,,False,False,,,test
+gnt_0467,usr_0114,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-15T00:00:00Z,23,90,full,medium,False,True,,False,False,,,test
+gnt_0468,usr_0115,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,64,90,full,low,False,False,,False,False,,,test
+gnt_0469,usr_0115,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,64,90,full,low,False,False,,False,False,,,test
+gnt_0470,usr_0115,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,65,90,full,low,False,False,,False,False,,,test
+gnt_0471,usr_0115,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-09T00:00:00Z,70,90,full,medium,False,False,,False,False,,,test
+gnt_0472,usr_0116,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,71,90,full,low,False,False,,False,False,,,test
+gnt_0473,usr_0116,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,86,90,full,low,False,False,,False,False,,,test
+gnt_0474,usr_0116,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,24,90,full,low,False,False,,False,False,,,test
+gnt_0475,usr_0116,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-24T00:00:00Z,28,90,full,medium,False,False,,False,False,,,test
+gnt_0476,usr_0117,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,42,90,full,low,False,False,,False,False,,,test
+gnt_0477,usr_0117,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,44,90,full,low,False,False,,False,False,,,test
+gnt_0478,usr_0117,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,80,90,full,low,False,False,,False,False,,,test
+gnt_0479,usr_0117,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-05-30T00:00:00Z,37,90,full,medium,False,False,,False,False,,,test
+gnt_0480,usr_0118,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,61,90,full,low,False,False,,False,False,,,test
+gnt_0481,usr_0118,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,43,90,full,low,False,False,,False,False,,,test
+gnt_0482,usr_0118,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,37,90,full,low,False,False,,False,False,,,test
+gnt_0483,usr_0118,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-09T00:00:00Z,49,90,full,medium,False,False,,False,False,,,test
+gnt_0484,usr_0118,human,sales,mgr_sales,active,False,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-06-06T00:00:00Z,4,90,full,low,False,False,,False,False,,,test
+gnt_0485,usr_0119,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,21,90,full,low,False,False,,False,False,,,test
+gnt_0486,usr_0119,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,53,90,full,low,False,False,,False,False,,,test
+gnt_0487,usr_0119,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,23,90,full,low,False,False,,False,False,,,test
+gnt_0488,usr_0119,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-16T00:00:00Z,28,90,full,medium,False,False,,False,False,,,test
+gnt_0489,usr_0120,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,32,90,full,low,False,True,,False,False,,,test
+gnt_0490,usr_0120,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,86,90,full,low,False,True,,False,False,,,test
+gnt_0491,usr_0120,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,26,90,full,low,False,True,,False,False,,,test
+gnt_0492,usr_0120,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-25T00:00:00Z,60,90,full,medium,False,True,,False,False,,,test
+gnt_0493,usr_0121,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,38,90,full,low,False,False,,False,False,,,test
+gnt_0494,usr_0121,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,77,90,full,low,False,False,,False,False,,,test
+gnt_0495,usr_0121,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,89,90,full,low,False,False,,False,False,,,test
+gnt_0496,usr_0121,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-06T00:00:00Z,15,90,full,medium,False,False,,False,False,,,test
+gnt_0497,usr_0122,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,50,90,full,low,False,False,,False,False,,,test
+gnt_0498,usr_0122,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,85,90,full,low,False,False,,False,False,,,test
+gnt_0499,usr_0122,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,81,90,full,low,False,False,,False,False,,,test
+gnt_0500,usr_0122,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-10T00:00:00Z,64,90,full,medium,False,False,,False,False,,,test
+gnt_0501,usr_0123,human,engineering,,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,41,90,full,low,False,False,,False,False,,,test
+gnt_0502,usr_0123,human,engineering,,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,53,90,full,low,False,False,,False,False,,,test
+gnt_0503,usr_0123,human,engineering,,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,78,90,full,low,False,False,,False,False,,,test
+gnt_0504,usr_0123,human,engineering,,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-10T00:00:00Z,65,90,full,medium,False,False,,False,False,,,test
+gnt_0505,usr_0124,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,70,90,full,low,False,False,,False,False,,,test
+gnt_0506,usr_0124,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,33,90,full,low,False,False,,False,False,,,test
+gnt_0507,usr_0124,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,74,90,full,low,False,False,,False,False,,,test
+gnt_0508,usr_0124,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,27,90,full,medium,False,False,,False,False,,,test
+gnt_0509,usr_0125,human,sales,,departed,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,29,90,full,low,False,False,,False,False,,,test
+gnt_0510,usr_0125,human,sales,,departed,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,62,90,full,low,False,False,,False,False,,,test
+gnt_0511,usr_0125,human,sales,,departed,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,30,90,full,low,False,False,,False,False,,,test
+gnt_0512,usr_0125,human,sales,,departed,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,31,90,full,medium,False,False,,False,False,,,test
+gnt_0513,usr_0126,human,engineering,mgr_eng,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,86,90,full,low,False,True,,False,False,,,test
+gnt_0514,usr_0126,human,engineering,mgr_eng,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,71,90,full,low,False,True,,False,False,,,test
+gnt_0515,usr_0126,human,engineering,mgr_eng,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,83,90,full,low,False,True,,False,False,,,test
+gnt_0516,usr_0126,human,engineering,mgr_eng,active,True,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-19T00:00:00Z,60,90,full,medium,False,True,,False,False,,,test
+gnt_0517,usr_0127,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,23,90,full,low,False,True,,False,False,,,test
+gnt_0518,usr_0127,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,21,90,full,low,False,True,,False,False,,,test
+gnt_0519,usr_0127,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,36,90,full,low,False,True,,False,False,,,test
+gnt_0520,usr_0128,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-02-11T00:00:00Z,0,90,full,low,False,False,,False,False,GOLD-INHERITED-01,unused_inherited_base,test
+gnt_0521,usr_0128,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,76,90,full,low,False,False,,False,False,,,test
+gnt_0522,usr_0128,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,48,90,full,low,False,False,,False,False,,,test
+gnt_0523,usr_0128,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,42,90,full,medium,False,False,,False,False,,,test
+gnt_0524,usr_0129,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,51,90,full,low,False,False,,False,False,,,test
+gnt_0525,usr_0129,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,68,90,full,low,False,False,,False,False,,,test
+gnt_0526,usr_0129,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,49,90,full,low,False,False,,False,False,,,test
+gnt_0527,usr_0129,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-05-31T00:00:00Z,18,90,full,medium,False,False,,False,False,,,test
+gnt_0528,usr_0130,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,59,90,full,low,False,False,,False,False,,,test
+gnt_0529,usr_0130,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,77,90,full,low,False,False,,False,False,,,test
+gnt_0530,usr_0130,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,73,90,full,low,False,False,,False,False,,,test
+gnt_0531,usr_0130,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-23T00:00:00Z,60,90,full,medium,False,False,,False,False,,,test
+gnt_0532,usr_0131,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,87,90,full,low,False,False,,False,False,,,test
+gnt_0533,usr_0131,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,53,90,full,low,False,False,,False,False,,,test
+gnt_0534,usr_0131,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,67,90,full,low,False,False,,False,False,,,test
+gnt_0535,usr_0131,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-12T00:00:00Z,23,90,full,medium,False,False,,False,False,,,test
+gnt_0536,usr_0132,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,24,90,full,low,False,True,,False,False,,,test
+gnt_0537,usr_0132,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,48,90,full,low,False,True,,False,False,,,test
+gnt_0538,usr_0132,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,80,90,full,low,False,True,,False,False,,,test
+gnt_0539,usr_0132,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-11T00:00:00Z,34,90,full,medium,False,True,,False,False,,,test
+gnt_0540,usr_0133,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,83,90,full,low,False,False,,False,False,,,test
+gnt_0541,usr_0133,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,41,90,full,low,False,False,,False,False,,,test
+gnt_0542,usr_0133,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,28,90,full,low,False,False,,False,False,,,test
+gnt_0543,usr_0133,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-18T00:00:00Z,25,90,full,medium,False,False,,False,False,,,test
+gnt_0544,usr_0134,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,58,90,full,low,False,False,,False,False,,,test
+gnt_0545,usr_0134,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,29,90,full,low,False,False,,False,False,,,test
+gnt_0546,usr_0134,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,72,90,full,low,False,False,,False,False,,,test
+gnt_0547,usr_0134,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-06T00:00:00Z,28,90,full,medium,False,False,,False,False,,,test
+gnt_0548,usr_0135,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,33,90,full,low,False,False,,False,False,,,test
+gnt_0549,usr_0135,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,22,90,full,low,False,False,,False,False,,,test
+gnt_0550,usr_0135,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,80,90,full,low,False,False,,False,False,,,test
+gnt_0551,usr_0135,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-24T00:00:00Z,19,90,full,medium,False,False,,False,False,,,test
+gnt_0552,usr_0136,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,73,90,full,low,False,False,,False,False,,,test
+gnt_0553,usr_0136,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,53,90,full,low,False,False,,False,False,,,test
+gnt_0554,usr_0136,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,40,90,full,low,False,False,,False,False,,,test
+gnt_0555,usr_0136,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-05-29T00:00:00Z,16,90,full,medium,False,False,,False,False,,,test
+gnt_0556,usr_0137,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,50,90,full,low,False,False,,False,False,,,test
+gnt_0557,usr_0137,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,52,90,full,low,False,False,,False,False,,,test
+gnt_0558,usr_0137,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,67,90,full,low,False,False,,False,False,,,test
+gnt_0559,usr_0137,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-25T00:00:00Z,17,90,full,medium,False,False,,False,False,,,test
+gnt_0560,usr_0138,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,32,90,full,low,False,True,,False,False,,,test
+gnt_0561,usr_0138,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,65,90,full,low,False,True,,False,False,,,test
+gnt_0562,usr_0138,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,65,90,full,low,False,True,,False,False,,,test
+gnt_0563,usr_0138,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-20T00:00:00Z,24,90,full,medium,False,True,,False,False,,,test
+gnt_0564,usr_0139,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,67,90,full,low,False,False,,False,False,,,test
+gnt_0565,usr_0139,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,33,90,full,low,False,False,,False,False,,,test
+gnt_0566,usr_0139,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,83,90,full,low,False,False,,False,False,,,test
+gnt_0567,usr_0139,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-05-29T00:00:00Z,68,90,full,medium,False,False,,False,False,,,test
+gnt_0568,usr_0140,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,63,90,full,low,False,False,,False,False,,,test
+gnt_0569,usr_0140,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,75,90,full,low,False,False,,False,False,,,test
+gnt_0570,usr_0140,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,58,90,full,low,False,False,,False,False,,,test
+gnt_0571,usr_0140,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-03T00:00:00Z,53,90,full,medium,False,False,,False,False,,,test
+gnt_0572,usr_0141,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,74,90,full,low,False,False,,False,False,,,test
+gnt_0573,usr_0141,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,32,90,full,low,False,False,,False,False,,,test
+gnt_0574,usr_0141,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,58,90,full,low,False,False,,False,False,,,test
+gnt_0575,usr_0141,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-02T00:00:00Z,56,90,full,medium,False,False,,False,False,,,test
+gnt_0576,usr_0142,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,32,90,full,low,False,False,,False,False,,,test
+gnt_0577,usr_0142,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,35,90,full,low,False,False,,False,False,,,test
+gnt_0578,usr_0142,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,36,90,full,low,False,False,,False,False,,,test
+gnt_0579,usr_0142,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-05-30T00:00:00Z,37,90,full,medium,False,False,,False,False,,,test
+gnt_0580,usr_0143,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,84,90,full,low,False,False,,False,False,,,test
+gnt_0581,usr_0143,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,58,90,full,low,False,False,,False,False,,,test
+gnt_0582,usr_0143,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,27,90,full,low,False,False,,False,False,,,test
+gnt_0583,usr_0143,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-06T00:00:00Z,38,90,full,medium,False,False,,False,False,,,test
+gnt_0584,usr_0144,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,52,90,full,low,False,True,,False,False,,,test
+gnt_0585,usr_0144,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,61,90,full,low,False,True,,False,False,,,test
+gnt_0586,usr_0144,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,60,90,full,low,False,True,,False,False,,,test
+gnt_0587,usr_0144,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-04T00:00:00Z,25,90,full,medium,False,True,,False,False,,,test
+gnt_0588,usr_0144,human,contractors,mgr_vendor,active,True,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-05-26T00:00:00Z,17,90,full,low,False,True,,False,False,,,test
+gnt_0589,usr_0145,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,58,90,full,low,False,False,,False,False,,,test
+gnt_0590,usr_0145,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,53,90,full,low,False,False,,False,False,,,test
+gnt_0591,usr_0145,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,35,90,full,low,False,False,,False,False,,,test
+gnt_0592,usr_0145,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-24T00:00:00Z,69,90,full,medium,False,False,,False,False,,,test
+gnt_0593,usr_0146,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,31,90,full,low,False,False,,False,False,,,test
+gnt_0594,usr_0146,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,87,90,full,low,False,False,,False,False,,,test
+gnt_0595,usr_0146,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,22,90,full,low,False,False,,False,False,,,test
+gnt_0596,usr_0146,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-05-31T00:00:00Z,32,90,full,medium,False,False,,False,False,,,test
+gnt_0597,usr_0147,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,24,90,full,low,False,False,,False,False,,,test
+gnt_0598,usr_0147,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,86,90,full,low,False,False,,False,False,,,test
+gnt_0599,usr_0147,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,30,90,full,low,False,False,,False,False,,,test
+gnt_0600,usr_0147,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-25T00:00:00Z,41,90,full,medium,False,False,,False,False,,,test
+gnt_0601,usr_0148,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,45,90,full,low,False,False,,False,False,,,test
+gnt_0602,usr_0148,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,39,90,full,low,False,False,,False,False,,,test
+gnt_0603,usr_0148,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,78,90,full,low,False,False,,False,False,,,test
+gnt_0604,usr_0148,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-07T00:00:00Z,43,90,full,medium,False,False,,False,False,,,test
+gnt_0605,usr_0149,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,75,90,full,low,False,False,,False,False,,,test
+gnt_0606,usr_0149,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,85,90,full,low,False,False,,False,False,,,test
+gnt_0607,usr_0149,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,23,90,full,low,False,False,,False,False,,,test
+gnt_0608,usr_0149,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-19T00:00:00Z,44,90,full,medium,False,False,,False,False,,,test
+gnt_0609,usr_0150,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,71,90,full,low,False,True,,False,False,,,test
+gnt_0610,usr_0150,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,83,90,full,low,False,True,,False,False,,,test
+gnt_0611,usr_0150,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,36,90,full,low,False,True,,False,False,,,test
+gnt_0612,usr_0150,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-26T00:00:00Z,66,90,full,medium,False,True,,False,False,,,test
+gnt_0613,usr_0150,human,contractors,mgr_vendor,active,True,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-05-27T00:00:00Z,13,90,full,low,False,True,,False,False,,,test
+gnt_0614,svc_0001,service,operations,mgr_ops,active,False,role-svc-backup,res-backup-vault,direct,,2025-05-27T00:00:00Z,,2026-01-02T00:00:00Z,0,90,full,medium,False,False,,False,True,GOLD-SERVICE-DEV-01,unused_service,development
+gnt_0615,svc_0002,service,operations,mgr_ops,active,False,role-svc-ci,res-ci-runner,direct,,2025-05-27T00:00:00Z,,2026-06-05T00:00:00Z,36,90,full,medium,False,False,,False,True,,,development
+gnt_0616,svc_0003,service,operations,mgr_ops,active,False,role-svc-backup,res-backup-vault,direct,,2025-05-27T00:00:00Z,,2026-05-28T00:00:00Z,16,90,full,medium,False,False,,False,True,,,development
+gnt_0617,svc_0004,service,operations,mgr_ops,active,False,role-svc-ci,res-ci-runner,direct,,2025-05-27T00:00:00Z,,2026-05-10T00:00:00Z,27,90,full,medium,False,False,,False,True,,,development
+gnt_0618,svc_0005,service,operations,mgr_ops,active,False,role-svc-backup,res-backup-vault,direct,,2025-05-27T00:00:00Z,,2026-05-24T00:00:00Z,18,90,full,medium,False,False,,False,True,,,development
+gnt_0619,svc_0006,service,operations,mgr_ops,active,False,role-svc-ci,res-ci-runner,direct,,2025-05-27T00:00:00Z,,2026-04-26T00:00:00Z,20,90,full,medium,False,False,,False,True,,,development
+gnt_0620,svc_0007,service,operations,mgr_ops,active,False,role-svc-backup,res-backup-vault,direct,,2025-05-27T00:00:00Z,,2026-06-09T00:00:00Z,12,90,full,medium,False,False,,False,True,,,development
+gnt_0621,svc_0008,service,operations,mgr_ops,active,False,role-svc-ci,res-ci-runner,direct,,2025-05-27T00:00:00Z,,2026-05-10T00:00:00Z,8,90,full,medium,False,False,,False,True,,,development
+gnt_0622,svc_0009,service,operations,mgr_ops,active,False,role-svc-backup,res-backup-vault,direct,,2025-05-27T00:00:00Z,,2026-05-09T00:00:00Z,28,90,full,medium,False,False,,False,True,,,development
+gnt_0623,svc_0010,service,operations,mgr_ops,active,False,role-svc-ci,res-ci-runner,direct,,2025-05-27T00:00:00Z,,2026-05-05T00:00:00Z,12,90,full,medium,False,False,,False,True,,,development
+gnt_0624,svc_0011,service,operations,mgr_ops,active,False,role-svc-backup,res-backup-vault,direct,,2025-05-27T00:00:00Z,,2026-05-25T00:00:00Z,25,90,full,medium,False,False,,False,True,,,test
+gnt_0625,svc_0012,service,operations,mgr_ops,active,False,role-svc-ci,res-ci-runner,direct,,2025-05-27T00:00:00Z,,2026-05-15T00:00:00Z,31,90,full,medium,False,False,,False,True,,,test
+gnt_0626,svc_0013,service,operations,mgr_ops,active,False,role-svc-backup,res-backup-vault,direct,,2025-05-27T00:00:00Z,,2026-05-11T00:00:00Z,26,90,full,medium,False,False,,False,True,,,test
+gnt_0627,svc_0014,service,operations,mgr_ops,active,False,role-svc-ci,res-ci-runner,direct,,2025-05-27T00:00:00Z,,2026-06-06T00:00:00Z,16,90,full,medium,False,False,,False,True,,,test
+gnt_0628,svc_0015,service,operations,mgr_ops,active,False,role-svc-backup,res-backup-vault,direct,,2025-05-27T00:00:00Z,,2026-01-02T00:00:00Z,0,90,full,medium,False,False,,False,True,GOLD-SERVICE-01,unused_service,test
+gnt_0629,svc_0016,service,operations,mgr_ops,active,False,role-svc-ci,res-ci-runner,direct,,2025-05-27T00:00:00Z,,2026-05-14T00:00:00Z,22,90,full,medium,False,False,,False,True,,,test
+gnt_0630,svc_0017,service,operations,mgr_ops,active,False,role-svc-backup,res-backup-vault,direct,,2025-05-27T00:00:00Z,,2026-05-18T00:00:00Z,17,90,full,medium,False,False,,False,True,,,test
+gnt_0631,svc_0018,service,operations,mgr_ops,active,False,role-svc-ci,res-ci-runner,direct,,2025-05-27T00:00:00Z,,2026-06-06T00:00:00Z,30,90,full,medium,False,False,,False,True,,,test
+gnt_0632,svc_0019,service,operations,mgr_ops,active,False,role-svc-backup,res-backup-vault,direct,,2025-05-27T00:00:00Z,,2026-05-16T00:00:00Z,33,90,full,medium,False,False,,False,True,,,test
+gnt_0633,svc_0020,service,operations,mgr_ops,active,False,role-svc-ci,res-ci-runner,direct,,2025-05-27T00:00:00Z,,2026-05-07T00:00:00Z,16,90,full,medium,False,False,,False,True,,,test
+gnt_0634,brk_0001,break_glass,operations,mgr_iam,active,False,role-break-glass-admin,res-root-console,direct,,2025-05-27T00:00:00Z,,2025-08-15T00:00:00Z,0,90,full,critical,True,False,,True,False,GOLD-BREAKGLASS-DEV-01,unused_break_glass,development
+gnt_0635,brk_0002,break_glass,operations,mgr_iam,active,False,role-break-glass-admin,res-root-console,direct,,2025-05-27T00:00:00Z,,2025-08-15T00:00:00Z,0,90,full,critical,True,False,,True,False,,unused_break_glass,development
+gnt_0636,brk_0003,break_glass,operations,mgr_iam,active,False,role-break-glass-admin,res-root-console,direct,,2025-05-27T00:00:00Z,,2025-08-15T00:00:00Z,0,90,full,critical,True,False,,True,False,,unused_break_glass,development
+gnt_0637,brk_0004,break_glass,operations,mgr_iam,active,False,role-break-glass-admin,res-root-console,direct,,2025-05-27T00:00:00Z,,2025-08-15T00:00:00Z,0,90,full,critical,True,False,,True,False,,unused_break_glass,development
+gnt_0638,brk_0005,break_glass,operations,mgr_iam,active,False,role-break-glass-admin,res-root-console,direct,,2025-05-27T00:00:00Z,,2025-08-15T00:00:00Z,0,90,full,critical,True,False,,True,False,,unused_break_glass,development
+gnt_0639,brk_0006,break_glass,operations,mgr_iam,active,False,role-break-glass-admin,res-root-console,direct,,2025-05-27T00:00:00Z,,2025-08-15T00:00:00Z,0,90,full,critical,True,False,,True,False,,unused_break_glass,test
+gnt_0640,brk_0007,break_glass,operations,mgr_iam,active,False,role-break-glass-admin,res-root-console,direct,,2025-05-27T00:00:00Z,,2025-08-15T00:00:00Z,0,90,full,critical,True,False,,True,False,,unused_break_glass,test
+gnt_0641,brk_0008,break_glass,operations,mgr_iam,active,False,role-break-glass-admin,res-root-console,direct,,2025-05-27T00:00:00Z,,2025-08-15T00:00:00Z,0,90,full,critical,True,False,,True,False,GOLD-BREAKGLASS-01,unused_break_glass,test
+gnt_0642,brk_0009,break_glass,operations,mgr_iam,active,False,role-break-glass-admin,res-root-console,direct,,2025-05-27T00:00:00Z,,2025-08-15T00:00:00Z,0,90,full,critical,True,False,,True,False,,unused_break_glass,test
+gnt_0643,brk_0010,break_glass,operations,mgr_iam,active,False,role-break-glass-admin,res-root-console,direct,,2025-05-27T00:00:00Z,,2025-08-15T00:00:00Z,0,90,full,critical,True,False,,True,False,,unused_break_glass,test
+gnt_0644,usr_0041,human,finance,mgr_finance,active,False,role-payroll-export,res-payroll-bucket,direct,,2025-05-27T00:00:00Z,,2026-01-22T00:00:00Z,0,90,full,critical,True,False,,False,False,GOLD-UNUSED-DEV-01,unused_privileged,development
+gnt_0645,usr_0042,human,finance,mgr_finance,active,True,role-finance-approver,res-erp-approve,direct,,2025-05-27T00:00:00Z,,2026-06-19T00:00:00Z,18,90,full,high,True,True,finance-payment,False,False,GOLD-SOD-DEV-01,sod_conflict,development
+gnt_0646,usr_0042,human,finance,mgr_finance,active,True,role-finance-payer,res-erp-pay,direct,,2025-05-27T00:00:00Z,,2026-06-16T00:00:00Z,11,90,full,high,True,True,finance-payment,False,False,GOLD-SOD-DEV-01,sod_conflict,development
+gnt_0647,usr_0043,human,sales,,active,False,role-customer-pii,res-crm-pii,direct,,2025-05-27T00:00:00Z,,2026-06-11T00:00:00Z,9,90,full,high,False,False,,False,False,GOLD-OWNERLESS-DEV-01,ownerless,development
+gnt_0648,usr_0050,human,sales,mgr_sales,active,False,role-eng-prod-deploy,res-k8s-prod,direct,,2025-05-27T00:00:00Z,,2026-06-15T00:00:00Z,7,90,full,high,True,False,,False,False,GOLD-PEER-DEV-01,peer_excess,development
+gnt_0649,usr_0060,human,hr,mgr_hr,active,True,role-hr-admin,res-hris-admin,direct,,2025-05-27T00:00:00Z,,,0,90,none,high,True,True,,False,False,GOLD-COVERAGE-DEV-01,unused_incomplete_log,development
+gnt_0650,usr_0080,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,2026-09-29T00:00:00Z,2026-03-13T00:00:00Z,0,90,full,medium,False,True,,False,False,GOLD-SEASONAL-DEV-01,unused_seasonal,development
+gnt_0651,usr_0121,human,finance,mgr_finance,active,False,role-payroll-export,res-payroll-bucket,direct,,2025-05-27T00:00:00Z,,2026-02-01T00:00:00Z,0,90,full,critical,True,False,,False,False,GOLD-UNUSED-01,unused_privileged,test
+gnt_0652,usr_0122,human,finance,mgr_finance,active,False,role-finance-approver,res-erp-approve,direct,,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,22,90,full,high,True,False,finance-payment,False,False,GOLD-SOD-01,sod_conflict,test
+gnt_0653,usr_0122,human,finance,mgr_finance,active,False,role-finance-payer,res-erp-pay,direct,,2025-05-27T00:00:00Z,,2026-06-20T00:00:00Z,19,90,full,high,True,False,finance-payment,False,False,GOLD-SOD-01,sod_conflict,test
+gnt_0654,usr_0123,human,engineering,,active,False,role-iam-admin,res-idp-admin,direct,,2025-05-27T00:00:00Z,,2026-06-06T00:00:00Z,6,90,full,critical,True,False,,False,False,GOLD-OWNERLESS-01,ownerless,test
+gnt_0655,usr_0124,human,sales,mgr_sales,active,False,role-eng-prod-deploy,res-k8s-prod,direct,,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,8,90,full,high,True,False,,False,False,GOLD-PEER-01,peer_excess,test
+gnt_0656,usr_0125,human,sales,,departed,False,role-customer-pii,res-crm-pii,direct,,2025-05-27T00:00:00Z,,2026-05-22T00:00:00Z,3,90,full,high,False,False,,False,False,GOLD-ORPHAN-01,orphan_identity,test
+gnt_0657,usr_0126,human,engineering,mgr_eng,active,True,role-okta-app-admin,res-okta-apps,direct,,2025-05-27T00:00:00Z,,,0,90,none,high,True,True,,False,False,GOLD-COVERAGE-01,unused_incomplete_log,test
+gnt_0658,usr_0127,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,2026-09-29T00:00:00Z,2026-03-18T00:00:00Z,0,90,full,medium,False,True,,False,False,GOLD-SEASONAL-01,unused_seasonal,test
diff --git a/data/grants_preview.csv b/data/grants_preview.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4754b18dabea0baf125cded552460e8dfeb4aa82
--- /dev/null
+++ b/data/grants_preview.csv
@@ -0,0 +1,401 @@
+grant_id,identity_id,identity_type,department,owner_id,status,seasonal_identity,role_id,resource_ids,grant_kind,inherited_from,created_at,expires_at,last_used_at,usage_count,usage_window_days,usage_log_coverage,sensitivity,privileged,seasonal,sod_group,break_glass,service,lab_event_id,lab_family,split
+gnt_0001,usr_0001,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,85,90,full,low,False,False,,False,False,,,development
+gnt_0002,usr_0001,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,68,90,full,low,False,False,,False,False,,,development
+gnt_0003,usr_0001,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,69,90,full,low,False,False,,False,False,,,development
+gnt_0004,usr_0001,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-02T00:00:00Z,30,90,full,medium,False,False,,False,False,,,development
+gnt_0005,usr_0001,human,finance,mgr_finance,active,False,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-06-16T00:00:00Z,9,90,full,low,False,False,,False,False,,,development
+gnt_0006,usr_0002,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,60,90,full,low,False,False,,False,False,,,development
+gnt_0007,usr_0002,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,87,90,full,low,False,False,,False,False,,,development
+gnt_0008,usr_0002,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,30,90,full,low,False,False,,False,False,,,development
+gnt_0009,usr_0002,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-05-28T00:00:00Z,61,90,full,medium,False,False,,False,False,,,development
+gnt_0010,usr_0003,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,68,90,full,low,False,False,,False,False,,,development
+gnt_0011,usr_0003,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,51,90,full,low,False,False,,False,False,,,development
+gnt_0012,usr_0003,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,38,90,full,low,False,False,,False,False,,,development
+gnt_0013,usr_0003,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-05-28T00:00:00Z,29,90,full,medium,False,False,,False,False,,,development
+gnt_0014,usr_0004,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,74,90,full,low,False,False,,False,False,,,development
+gnt_0015,usr_0004,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,29,90,full,low,False,False,,False,False,,,development
+gnt_0016,usr_0004,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,58,90,full,low,False,False,,False,False,,,development
+gnt_0017,usr_0004,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-11T00:00:00Z,76,90,full,medium,False,False,,False,False,,,development
+gnt_0018,usr_0004,human,sales,mgr_sales,active,False,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-05-25T00:00:00Z,16,90,full,low,False,False,,False,False,,,development
+gnt_0019,usr_0005,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,42,90,full,low,False,False,,False,False,,,development
+gnt_0020,usr_0005,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,47,90,full,low,False,False,,False,False,,,development
+gnt_0021,usr_0005,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,50,90,full,low,False,False,,False,False,,,development
+gnt_0022,usr_0005,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-20T00:00:00Z,29,90,full,medium,False,False,,False,False,,,development
+gnt_0023,usr_0006,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,57,90,full,low,False,True,,False,False,,,development
+gnt_0024,usr_0006,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,85,90,full,low,False,True,,False,False,,,development
+gnt_0025,usr_0006,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,43,90,full,low,False,True,,False,False,,,development
+gnt_0026,usr_0006,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-20T00:00:00Z,74,90,full,medium,False,True,,False,False,,,development
+gnt_0027,usr_0007,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,61,90,full,low,False,False,,False,False,,,development
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+gnt_0045,usr_0011,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,66,90,full,low,False,False,,False,False,,,development
+gnt_0046,usr_0011,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-26T00:00:00Z,57,90,full,medium,False,False,,False,False,,,development
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+gnt_0058,usr_0014,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,84,90,full,low,False,False,,False,False,,,development
+gnt_0059,usr_0014,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,74,90,full,low,False,False,,False,False,,,development
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+gnt_0062,usr_0015,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,43,90,full,low,False,False,,False,False,,,development
+gnt_0063,usr_0015,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,54,90,full,low,False,False,,False,False,,,development
+gnt_0064,usr_0015,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-01T00:00:00Z,23,90,full,medium,False,False,,False,False,,,development
+gnt_0065,usr_0016,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,48,90,full,low,False,False,,False,False,,,development
+gnt_0066,usr_0016,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,61,90,full,low,False,False,,False,False,,,development
+gnt_0067,usr_0016,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,83,90,full,low,False,False,,False,False,,,development
+gnt_0068,usr_0016,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-05-29T00:00:00Z,38,90,full,medium,False,False,,False,False,,,development
+gnt_0069,usr_0017,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,70,90,full,low,False,False,,False,False,,,development
+gnt_0070,usr_0017,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,76,90,full,low,False,False,,False,False,,,development
+gnt_0071,usr_0017,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,29,90,full,low,False,False,,False,False,,,development
+gnt_0072,usr_0017,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-05-28T00:00:00Z,48,90,full,medium,False,False,,False,False,,,development
+gnt_0073,usr_0018,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,52,90,full,low,False,True,,False,False,,,development
+gnt_0074,usr_0018,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,68,90,full,low,False,True,,False,False,,,development
+gnt_0075,usr_0018,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,38,90,full,low,False,True,,False,False,,,development
+gnt_0076,usr_0018,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-10T00:00:00Z,39,90,full,medium,False,True,,False,False,,,development
+gnt_0077,usr_0018,human,contractors,mgr_vendor,active,True,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-06-27T00:00:00Z,13,90,full,low,False,True,,False,False,,,development
+gnt_0078,usr_0019,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,36,90,full,low,False,False,,False,False,,,development
+gnt_0079,usr_0019,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,23,90,full,low,False,False,,False,False,,,development
+gnt_0080,usr_0019,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,83,90,full,low,False,False,,False,False,,,development
+gnt_0081,usr_0019,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,62,90,full,medium,False,False,,False,False,,,development
+gnt_0082,usr_0020,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,89,90,full,low,False,False,,False,False,,,development
+gnt_0083,usr_0020,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,23,90,full,low,False,False,,False,False,,,development
+gnt_0084,usr_0020,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,34,90,full,low,False,False,,False,False,,,development
+gnt_0085,usr_0020,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-11T00:00:00Z,41,90,full,medium,False,False,,False,False,,,development
+gnt_0086,usr_0021,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,56,90,full,low,False,False,,False,False,,,development
+gnt_0087,usr_0021,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,34,90,full,low,False,False,,False,False,,,development
+gnt_0088,usr_0021,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,42,90,full,low,False,False,,False,False,,,development
+gnt_0089,usr_0021,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-19T00:00:00Z,63,90,full,medium,False,False,,False,False,,,development
+gnt_0090,usr_0022,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,41,90,full,low,False,False,,False,False,,,development
+gnt_0091,usr_0022,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,56,90,full,low,False,False,,False,False,,,development
+gnt_0092,usr_0022,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,39,90,full,low,False,False,,False,False,,,development
+gnt_0093,usr_0022,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-24T00:00:00Z,56,90,full,medium,False,False,,False,False,,,development
+gnt_0094,usr_0023,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,81,90,full,low,False,False,,False,False,,,development
+gnt_0095,usr_0023,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,21,90,full,low,False,False,,False,False,,,development
+gnt_0096,usr_0023,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,50,90,full,low,False,False,,False,False,,,development
+gnt_0097,usr_0023,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,23,90,full,medium,False,False,,False,False,,,development
+gnt_0098,usr_0024,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,63,90,full,low,False,True,,False,False,,,development
+gnt_0099,usr_0024,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,46,90,full,low,False,True,,False,False,,,development
+gnt_0100,usr_0024,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,66,90,full,low,False,True,,False,False,,,development
+gnt_0101,usr_0024,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,28,90,full,medium,False,True,,False,False,,,development
+gnt_0102,usr_0025,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,44,90,full,low,False,False,,False,False,,,development
+gnt_0103,usr_0025,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,89,90,full,low,False,False,,False,False,,,development
+gnt_0104,usr_0025,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,68,90,full,low,False,False,,False,False,,,development
+gnt_0105,usr_0025,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-02T00:00:00Z,54,90,full,medium,False,False,,False,False,,,development
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+gnt_0107,usr_0026,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,62,90,full,low,False,False,,False,False,,,development
+gnt_0108,usr_0026,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,67,90,full,low,False,False,,False,False,,,development
+gnt_0109,usr_0026,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-23T00:00:00Z,71,90,full,medium,False,False,,False,False,,,development
+gnt_0110,usr_0027,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,69,90,full,low,False,False,,False,False,,,development
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+gnt_0371,usr_0091,human,finance,mgr_finance,active,False,role-finance-approver,res-erp-approve,direct,,2025-05-27T00:00:00Z,,2026-06-05T00:00:00Z,17,90,full,high,True,False,finance-payment,False,False,,,development
+gnt_0372,usr_0091,human,finance,mgr_finance,active,False,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,13,90,full,low,False,False,,False,False,,,development
+gnt_0373,usr_0092,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,48,90,full,low,False,False,,False,False,,,development
+gnt_0374,usr_0092,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,80,90,full,low,False,False,,False,False,,,development
+gnt_0375,usr_0092,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,28,90,full,low,False,False,,False,False,,,development
+gnt_0376,usr_0092,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-06T00:00:00Z,35,90,full,medium,False,False,,False,False,,,development
+gnt_0377,usr_0093,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,20,90,full,low,False,False,,False,False,,,development
+gnt_0378,usr_0093,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,73,90,full,low,False,False,,False,False,,,development
+gnt_0379,usr_0093,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,53,90,full,low,False,False,,False,False,,,development
+gnt_0380,usr_0093,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-15T00:00:00Z,55,90,full,medium,False,False,,False,False,,,development
+gnt_0381,usr_0093,human,hr,mgr_hr,active,False,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,2,90,full,low,False,False,,False,False,,,development
+gnt_0382,usr_0094,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,68,90,full,low,False,False,,False,False,,,development
+gnt_0383,usr_0094,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,65,90,full,low,False,False,,False,False,,,development
+gnt_0384,usr_0094,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,89,90,full,low,False,False,,False,False,,,development
+gnt_0385,usr_0094,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-05-30T00:00:00Z,52,90,full,medium,False,False,,False,False,,,development
+gnt_0386,usr_0095,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,22,90,full,low,False,False,,False,False,,,development
+gnt_0387,usr_0095,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,62,90,full,low,False,False,,False,False,,,development
+gnt_0388,usr_0095,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,23,90,full,low,False,False,,False,False,,,development
+gnt_0389,usr_0095,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-05-29T00:00:00Z,50,90,full,medium,False,False,,False,False,,,development
+gnt_0390,usr_0096,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,31,90,full,low,False,True,,False,False,,,development
+gnt_0391,usr_0096,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,75,90,full,low,False,True,,False,False,,,development
+gnt_0392,usr_0096,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,38,90,full,low,False,True,,False,False,,,development
+gnt_0393,usr_0096,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-08T00:00:00Z,24,90,full,medium,False,True,,False,False,,,development
+gnt_0394,usr_0097,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,84,90,full,low,False,False,,False,False,,,development
+gnt_0395,usr_0097,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,64,90,full,low,False,False,,False,False,,,development
+gnt_0396,usr_0097,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,24,90,full,low,False,False,,False,False,,,development
+gnt_0397,usr_0097,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-27T00:00:00Z,34,90,full,medium,False,False,,False,False,,,development
+gnt_0398,usr_0098,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,82,90,full,low,False,False,,False,False,,,development
+gnt_0399,usr_0098,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,26,90,full,low,False,False,,False,False,,,development
+gnt_0400,usr_0098,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,52,90,full,low,False,False,,False,False,,,development
diff --git a/data/identities.csv b/data/identities.csv
new file mode 100644
index 0000000000000000000000000000000000000000..63695e37cd807ef16f5a5b9ccaa47e4ed04b567f
--- /dev/null
+++ b/data/identities.csv
@@ -0,0 +1,181 @@
+identity_id,display_name,identity_type,owner_id,department,status,seasonal,split
+usr_0001,Human 0001,human,mgr_finance,finance,active,False,development
+usr_0002,Human 0002,human,mgr_eng,engineering,active,False,development
+usr_0003,Human 0003,human,mgr_hr,hr,active,False,development
+usr_0004,Human 0004,human,mgr_sales,sales,active,False,development
+usr_0005,Human 0005,human,mgr_ops,operations,active,False,development
+usr_0006,Human 0006,human,mgr_vendor,contractors,active,True,development
+usr_0007,Human 0007,human,mgr_finance,finance,active,False,development
+usr_0008,Human 0008,human,mgr_eng,engineering,active,False,development
+usr_0009,Human 0009,human,mgr_hr,hr,active,False,development
+usr_0010,Human 0010,human,mgr_sales,sales,active,False,development
+usr_0011,Human 0011,human,mgr_ops,operations,active,False,development
+usr_0012,Human 0012,human,mgr_vendor,contractors,active,True,development
+usr_0013,Human 0013,human,mgr_finance,finance,active,False,development
+usr_0014,Human 0014,human,mgr_eng,engineering,active,False,development
+usr_0015,Human 0015,human,mgr_hr,hr,active,False,development
+usr_0016,Human 0016,human,mgr_sales,sales,active,False,development
+usr_0017,Human 0017,human,mgr_ops,operations,active,False,development
+usr_0018,Human 0018,human,mgr_vendor,contractors,active,True,development
+usr_0019,Human 0019,human,mgr_finance,finance,active,False,development
+usr_0020,Human 0020,human,mgr_eng,engineering,active,False,development
+usr_0021,Human 0021,human,mgr_hr,hr,active,False,development
+usr_0022,Human 0022,human,mgr_sales,sales,active,False,development
+usr_0023,Human 0023,human,mgr_ops,operations,active,False,development
+usr_0024,Human 0024,human,mgr_vendor,contractors,active,True,development
+usr_0025,Human 0025,human,mgr_finance,finance,active,False,development
+usr_0026,Human 0026,human,mgr_eng,engineering,active,False,development
+usr_0027,Human 0027,human,mgr_hr,hr,active,False,development
+usr_0028,Human 0028,human,mgr_sales,sales,active,False,development
+usr_0029,Human 0029,human,mgr_ops,operations,active,False,development
+usr_0030,Human 0030,human,mgr_vendor,contractors,active,True,development
+usr_0031,Human 0031,human,mgr_finance,finance,active,False,development
+usr_0032,Human 0032,human,mgr_eng,engineering,active,False,development
+usr_0033,Human 0033,human,mgr_hr,hr,active,False,development
+usr_0034,Human 0034,human,mgr_sales,sales,active,False,development
+usr_0035,Human 0035,human,mgr_ops,operations,active,False,development
+usr_0036,Human 0036,human,mgr_vendor,contractors,active,True,development
+usr_0037,Human 0037,human,mgr_finance,finance,active,False,development
+usr_0038,Human 0038,human,mgr_eng,engineering,active,False,development
+usr_0039,Human 0039,human,mgr_hr,hr,active,False,development
+usr_0040,Human 0040,human,mgr_sales,sales,active,False,development
+usr_0041,Human 0041,human,mgr_finance,finance,active,False,development
+usr_0042,Human 0042,human,mgr_finance,finance,active,True,development
+usr_0043,Human 0043,human,,sales,active,False,development
+usr_0044,Human 0044,human,mgr_eng,engineering,active,False,development
+usr_0045,Human 0045,human,mgr_hr,hr,active,False,development
+usr_0046,Human 0046,human,mgr_sales,sales,active,False,development
+usr_0047,Human 0047,human,mgr_ops,operations,active,False,development
+usr_0048,Human 0048,human,mgr_vendor,contractors,active,True,development
+usr_0049,Human 0049,human,mgr_finance,finance,active,False,development
+usr_0050,Human 0050,human,mgr_sales,sales,active,False,development
+usr_0051,Human 0051,human,mgr_hr,hr,active,False,development
+usr_0052,Human 0052,human,mgr_sales,sales,active,False,development
+usr_0053,Human 0053,human,mgr_ops,operations,active,False,development
+usr_0054,Human 0054,human,mgr_vendor,contractors,active,True,development
+usr_0055,Human 0055,human,mgr_finance,finance,active,False,development
+usr_0056,Human 0056,human,mgr_eng,engineering,active,False,development
+usr_0057,Human 0057,human,mgr_hr,hr,active,False,development
+usr_0058,Human 0058,human,mgr_sales,sales,active,False,development
+usr_0059,Human 0059,human,mgr_ops,operations,active,False,development
+usr_0060,Human 0060,human,mgr_hr,hr,active,True,development
+usr_0061,Human 0061,human,mgr_finance,finance,active,False,development
+usr_0062,Human 0062,human,mgr_eng,engineering,active,False,development
+usr_0063,Human 0063,human,mgr_hr,hr,active,False,development
+usr_0064,Human 0064,human,mgr_sales,sales,active,False,development
+usr_0065,Human 0065,human,mgr_ops,operations,active,False,development
+usr_0066,Human 0066,human,mgr_vendor,contractors,active,True,development
+usr_0067,Human 0067,human,mgr_finance,finance,active,False,development
+usr_0068,Human 0068,human,mgr_eng,engineering,active,False,development
+usr_0069,Human 0069,human,mgr_hr,hr,active,False,development
+usr_0070,Human 0070,human,mgr_sales,sales,active,False,development
+usr_0071,Human 0071,human,mgr_ops,operations,active,False,development
+usr_0072,Human 0072,human,mgr_vendor,contractors,active,True,development
+usr_0073,Human 0073,human,mgr_finance,finance,active,False,development
+usr_0074,Human 0074,human,mgr_eng,engineering,active,False,development
+usr_0075,Human 0075,human,mgr_hr,hr,active,False,development
+usr_0076,Human 0076,human,mgr_sales,sales,active,False,development
+usr_0077,Human 0077,human,mgr_ops,operations,active,False,development
+usr_0078,Human 0078,human,mgr_vendor,contractors,active,True,development
+usr_0079,Human 0079,human,mgr_finance,finance,active,False,development
+usr_0080,Human 0080,human,mgr_vendor,contractors,active,True,development
+usr_0081,Human 0081,human,mgr_hr,hr,active,False,development
+usr_0082,Human 0082,human,mgr_sales,sales,active,False,development
+usr_0083,Human 0083,human,mgr_ops,operations,active,False,development
+usr_0084,Human 0084,human,mgr_vendor,contractors,active,True,development
+usr_0085,Human 0085,human,mgr_finance,finance,active,False,development
+usr_0086,Human 0086,human,mgr_eng,engineering,active,False,development
+usr_0087,Human 0087,human,mgr_hr,hr,active,False,development
+usr_0088,Human 0088,human,mgr_sales,sales,active,False,development
+usr_0089,Human 0089,human,mgr_ops,operations,active,False,development
+usr_0090,Human 0090,human,mgr_vendor,contractors,active,True,development
+usr_0091,Human 0091,human,mgr_finance,finance,active,False,development
+usr_0092,Human 0092,human,mgr_eng,engineering,active,False,development
+usr_0093,Human 0093,human,mgr_hr,hr,active,False,development
+usr_0094,Human 0094,human,mgr_sales,sales,active,False,development
+usr_0095,Human 0095,human,mgr_ops,operations,active,False,development
+usr_0096,Human 0096,human,mgr_vendor,contractors,active,True,development
+usr_0097,Human 0097,human,mgr_finance,finance,active,False,development
+usr_0098,Human 0098,human,mgr_eng,engineering,active,False,development
+usr_0099,Human 0099,human,mgr_hr,hr,active,False,development
+usr_0100,Human 0100,human,mgr_sales,sales,active,False,development
+usr_0101,Human 0101,human,mgr_ops,operations,active,False,test
+usr_0102,Human 0102,human,mgr_vendor,contractors,active,True,test
+usr_0103,Human 0103,human,mgr_finance,finance,active,False,test
+usr_0104,Human 0104,human,mgr_eng,engineering,active,False,test
+usr_0105,Human 0105,human,mgr_hr,hr,active,False,test
+usr_0106,Human 0106,human,mgr_sales,sales,active,False,test
+usr_0107,Human 0107,human,mgr_ops,operations,active,False,test
+usr_0108,Human 0108,human,mgr_vendor,contractors,active,True,test
+usr_0109,Human 0109,human,mgr_finance,finance,active,False,test
+usr_0110,Human 0110,human,mgr_eng,engineering,active,False,test
+usr_0111,Human 0111,human,mgr_hr,hr,active,False,test
+usr_0112,Human 0112,human,mgr_sales,sales,active,False,test
+usr_0113,Human 0113,human,mgr_ops,operations,active,False,test
+usr_0114,Human 0114,human,mgr_vendor,contractors,active,True,test
+usr_0115,Human 0115,human,mgr_finance,finance,active,False,test
+usr_0116,Human 0116,human,mgr_eng,engineering,active,False,test
+usr_0117,Human 0117,human,mgr_hr,hr,active,False,test
+usr_0118,Human 0118,human,mgr_sales,sales,active,False,test
+usr_0119,Human 0119,human,mgr_ops,operations,active,False,test
+usr_0120,Human 0120,human,mgr_vendor,contractors,active,True,test
+usr_0121,Human 0121,human,mgr_finance,finance,active,False,test
+usr_0122,Human 0122,human,mgr_finance,finance,active,False,test
+usr_0123,Human 0123,human,,engineering,active,False,test
+usr_0124,Human 0124,human,mgr_sales,sales,active,False,test
+usr_0125,Human 0125,human,,sales,departed,False,test
+usr_0126,Human 0126,human,mgr_eng,engineering,active,True,test
+usr_0127,Human 0127,human,mgr_vendor,contractors,active,True,test
+usr_0128,Human 0128,human,mgr_ops,operations,active,False,test
+usr_0129,Human 0129,human,mgr_hr,hr,active,False,test
+usr_0130,Human 0130,human,mgr_sales,sales,active,False,test
+usr_0131,Human 0131,human,mgr_ops,operations,active,False,test
+usr_0132,Human 0132,human,mgr_vendor,contractors,active,True,test
+usr_0133,Human 0133,human,mgr_finance,finance,active,False,test
+usr_0134,Human 0134,human,mgr_eng,engineering,active,False,test
+usr_0135,Human 0135,human,mgr_hr,hr,active,False,test
+usr_0136,Human 0136,human,mgr_sales,sales,active,False,test
+usr_0137,Human 0137,human,mgr_ops,operations,active,False,test
+usr_0138,Human 0138,human,mgr_vendor,contractors,active,True,test
+usr_0139,Human 0139,human,mgr_finance,finance,active,False,test
+usr_0140,Human 0140,human,mgr_eng,engineering,active,False,test
+usr_0141,Human 0141,human,mgr_hr,hr,active,False,test
+usr_0142,Human 0142,human,mgr_sales,sales,active,False,test
+usr_0143,Human 0143,human,mgr_ops,operations,active,False,test
+usr_0144,Human 0144,human,mgr_vendor,contractors,active,True,test
+usr_0145,Human 0145,human,mgr_finance,finance,active,False,test
+usr_0146,Human 0146,human,mgr_eng,engineering,active,False,test
+usr_0147,Human 0147,human,mgr_hr,hr,active,False,test
+usr_0148,Human 0148,human,mgr_sales,sales,active,False,test
+usr_0149,Human 0149,human,mgr_ops,operations,active,False,test
+usr_0150,Human 0150,human,mgr_vendor,contractors,active,True,test
+svc_0001,Service 0001,service,mgr_ops,operations,active,False,development
+svc_0002,Service 0002,service,mgr_ops,operations,active,False,development
+svc_0003,Service 0003,service,mgr_ops,operations,active,False,development
+svc_0004,Service 0004,service,mgr_ops,operations,active,False,development
+svc_0005,Service 0005,service,mgr_ops,operations,active,False,development
+svc_0006,Service 0006,service,mgr_ops,operations,active,False,development
+svc_0007,Service 0007,service,mgr_ops,operations,active,False,development
+svc_0008,Service 0008,service,mgr_ops,operations,active,False,development
+svc_0009,Service 0009,service,mgr_ops,operations,active,False,development
+svc_0010,Service 0010,service,mgr_ops,operations,active,False,development
+svc_0011,Service 0011,service,mgr_ops,operations,active,False,test
+svc_0012,Service 0012,service,mgr_ops,operations,active,False,test
+svc_0013,Service 0013,service,mgr_ops,operations,active,False,test
+svc_0014,Service 0014,service,mgr_ops,operations,active,False,test
+svc_0015,Service 0015,service,mgr_ops,operations,active,False,test
+svc_0016,Service 0016,service,mgr_ops,operations,active,False,test
+svc_0017,Service 0017,service,mgr_ops,operations,active,False,test
+svc_0018,Service 0018,service,mgr_ops,operations,active,False,test
+svc_0019,Service 0019,service,mgr_ops,operations,active,False,test
+svc_0020,Service 0020,service,mgr_ops,operations,active,False,test
+brk_0001,Break glass 0001,break_glass,mgr_iam,operations,active,False,development
+brk_0002,Break glass 0002,break_glass,mgr_iam,operations,active,False,development
+brk_0003,Break glass 0003,break_glass,mgr_iam,operations,active,False,development
+brk_0004,Break glass 0004,break_glass,mgr_iam,operations,active,False,development
+brk_0005,Break glass 0005,break_glass,mgr_iam,operations,active,False,development
+brk_0006,Break glass 0006,break_glass,mgr_iam,operations,active,False,test
+brk_0007,Break glass 0007,break_glass,mgr_iam,operations,active,False,test
+brk_0008,Break glass 0008,break_glass,mgr_iam,operations,active,False,test
+brk_0009,Break glass 0009,break_glass,mgr_iam,operations,active,False,test
+brk_0010,Break glass 0010,break_glass,mgr_iam,operations,active,False,test
diff --git a/data/policies.json b/data/policies.json
new file mode 100644
index 0000000000000000000000000000000000000000..b3e252d8242cd75e0fc7d515f8a4bea0a0d5ec1f
--- /dev/null
+++ b/data/policies.json
@@ -0,0 +1,47 @@
+[
+  {
+    "policy_id":"POL-LP-01",
+    "title":"Least privilege",
+    "text":"A grant is a standing entitlement, not a personality inference. Privileged or high-sensitivity roles that a peer in the same department and identity type does not hold are review candidates. Employee performance and personal traits are out of scope. Do not revoke from this review; ask the owner to attest or reduce the grant."
+  },
+  {
+    "policy_id":"POL-SOD-01",
+    "title":"Finance segregation of duties",
+    "text":"role-finance-approver and role-finance-payer form a defined SoD pair. One human identity must not hold both. Service and break-glass identities are reviewed under their own policies, not this pair. A SoD finding cites both grant_id values."
+  },
+  {
+    "policy_id":"POL-UNUSED-01",
+    "title":"Unused access in the review window",
+    "text":"A privileged or high-sensitivity grant with full usage-log coverage and no observed use in the unused-days window is a human review item. Unused is not the same as unneeded. Partial or missing logs make unused status unknown."
+  },
+  {
+    "policy_id":"POL-COV-01",
+    "title":"Usage log coverage",
+    "text":"If usage_log_coverage is none or partial, missing last_used_at is insufficient evidence. Do not treat an incomplete telemetry window as proof the identity does not need the grant."
+  },
+  {
+    "policy_id":"POL-BG-01",
+    "title":"Break-glass accounts",
+    "text":"Break-glass roles are expected to stay unused. Long idle time is context, not a revoke suggestion. Confirm the owner and the emergency procedure instead of removing the grant."
+  },
+  {
+    "policy_id":"POL-SVC-01",
+    "title":"Service accounts",
+    "text":"Service identities may run on a schedule longer than ninety days. Idle human unused rules do not apply. Review ownership and the intended job, not last_used_at alone."
+  },
+  {
+    "policy_id":"POL-SEASON-01",
+    "title":"Seasonal and contractor roles",
+    "text":"Seasonal contractor roles are idle off-season by design. Flag them as context so an auditor can confirm the season window. Do not treat off-season idle time as excess standing access."
+  },
+  {
+    "policy_id":"POL-OWN-01",
+    "title":"Ownership and orphan grants",
+    "text":"Every standing grant needs an owner identity. Ownerless human grants and departed identities that still hold high-sensitivity roles are review items. The finding must keep the grant_id."
+  },
+  {
+    "policy_id":"POL-INH-01",
+    "title":"Inherited versus direct grants",
+    "text":"Inherited base staff roles are shown separately from direct grants. Unused inherited employee-base, email, or vpn membership is context for the bundle, not a surgical revoke."
+  }
+]
\ No newline at end of file
diff --git a/data/policies.md b/data/policies.md
new file mode 100644
index 0000000000000000000000000000000000000000..9b056b56b419ea31ff7ff697c542365be20a6c90
--- /dev/null
+++ b/data/policies.md
@@ -0,0 +1,35 @@
+## POL-LP-01 — Least privilege
+
+A grant is a standing entitlement, not a personality inference. Privileged or high-sensitivity roles that a peer in the same department and identity type does not hold are review candidates. Employee performance and personal traits are out of scope. Do not revoke from this review; ask the owner to attest or reduce the grant.
+
+## POL-SOD-01 — Finance segregation of duties
+
+role-finance-approver and role-finance-payer form a defined SoD pair. One human identity must not hold both. Service and break-glass identities are reviewed under their own policies, not this pair. A SoD finding cites both grant_id values.
+
+## POL-UNUSED-01 — Unused access in the review window
+
+A privileged or high-sensitivity grant with full usage-log coverage and no observed use in the unused-days window is a human review item. Unused is not the same as unneeded. Partial or missing logs make unused status unknown.
+
+## POL-COV-01 — Usage log coverage
+
+If usage_log_coverage is none or partial, missing last_used_at is insufficient evidence. Do not treat an incomplete telemetry window as proof the identity does not need the grant.
+
+## POL-BG-01 — Break-glass accounts
+
+Break-glass roles are expected to stay unused. Long idle time is context, not a revoke suggestion. Confirm the owner and the emergency procedure instead of removing the grant.
+
+## POL-SVC-01 — Service accounts
+
+Service identities may run on a schedule longer than ninety days. Idle human unused rules do not apply. Review ownership and the intended job, not last_used_at alone.
+
+## POL-SEASON-01 — Seasonal and contractor roles
+
+Seasonal contractor roles are idle off-season by design. Flag them as context so an auditor can confirm the season window. Do not treat off-season idle time as excess standing access.
+
+## POL-OWN-01 — Ownership and orphan grants
+
+Every standing grant needs an owner identity. Ownerless human grants and departed identities that still hold high-sensitivity roles are review items. The finding must keep the grant_id.
+
+## POL-INH-01 — Inherited versus direct grants
+
+Inherited base staff roles are shown separately from direct grants. Unused inherited employee-base, email, or vpn membership is context for the bundle, not a surgical revoke.
\ No newline at end of file
diff --git a/data/protocol.md b/data/protocol.md
new file mode 100644
index 0000000000000000000000000000000000000000..33ad0b9c187334182efa00a741cc4be901011c3f
--- /dev/null
+++ b/data/protocol.md
@@ -0,0 +1,3 @@
+# AriaAccessReview laboratory protocol
+
+Seed 15. Synthetic IAM snapshot as of 2026-07-01T00:00:00Z. 180 identities, 28 roles, 45 resources. Unused privileged grants with full logs, SoD, ownerless, orphan, and peer-excess are review labels. Break-glass, service, seasonal, inherited base, and missing coverage are not revoke labels. This demo never revokes a grant.
diff --git a/data/resources.csv b/data/resources.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24125bf0a176e225d23feec65fbe6cbfac240300
--- /dev/null
+++ b/data/resources.csv
@@ -0,0 +1,30 @@
+resource_id,name,system,owner_id,sensitivity,role_id
+res-hris-profile,hris profile,hris,mgr_iam,low,role-employee-base
+res-mail-mailbox,mail mailbox,mail,mgr_iam,low,role-email-user
+res-vpn-gateway,vpn gateway,vpn,mgr_iam,low,role-vpn-user
+res-erp-read,erp read,erp,mgr_iam,medium,role-finance-reader
+res-ledger-view,ledger view,ledger,mgr_iam,medium,role-finance-reader
+res-erp-approve,erp approve,erp,mgr_iam,high,role-finance-approver
+res-erp-pay,erp pay,erp,mgr_iam,high,role-finance-payer
+res-hris-read,hris read,hris,mgr_iam,medium,role-hr-reader
+res-hris-admin,hris admin,hris,mgr_iam,high,role-hr-admin
+res-git-read,git read,git,mgr_iam,medium,role-eng-repo-read
+res-k8s-prod,k8s prod,k8s,mgr_iam,high,role-eng-prod-deploy
+res-git-admin,git admin,git,mgr_iam,high,role-eng-admin
+res-crm-records,crm records,crm,mgr_iam,medium,role-sales-crm
+res-crm-admin,crm admin,crm,mgr_iam,high,role-sales-admin
+res-metrics,metrics,metrics,mgr_iam,medium,role-ops-monitor
+res-pager,pager,pager,mgr_iam,high,role-ops-admin
+res-contractor-portal,contractor portal,contractor,mgr_iam,medium,role-contractor-seasonal
+res-root-console,root console,root,mgr_iam,critical,role-break-glass-admin
+res-backup-vault,backup vault,backup,mgr_iam,medium,role-svc-backup
+res-ci-runner,ci runner,ci,mgr_iam,medium,role-svc-ci
+res-payroll-bucket,payroll bucket,payroll,mgr_iam,critical,role-payroll-export
+res-idp-admin,idp admin,idp,mgr_iam,critical,role-iam-admin
+res-siem-read,siem read,siem,mgr_iam,high,role-audit-reader
+res-wiki,wiki,wiki,mgr_iam,low,role-wiki-editor
+res-crm-pii,crm pii,crm,mgr_iam,high,role-customer-pii
+res-billing,billing,billing,mgr_iam,high,role-billing-write
+res-legal-vault,legal vault,legal,mgr_iam,high,role-legal-hold
+res-warehouse,warehouse,warehouse,mgr_iam,medium,role-data-warehouse
+res-okta-apps,okta apps,okta,mgr_iam,high,role-okta-app-admin
diff --git a/data/roles.csv b/data/roles.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c326abff6ac731b25dff2c92a00c00620d90dbd
--- /dev/null
+++ b/data/roles.csv
@@ -0,0 +1,29 @@
+role_id,name,description,owner_id,sensitivity,privileged,seasonal,sod_group,break_glass,service
+role-employee-base,Employee base,Employee base,mgr_iam,low,False,False,,False,False
+role-email-user,Email user,Email user,mgr_iam,low,False,False,,False,False
+role-vpn-user,VPN user,VPN user,mgr_iam,low,False,False,,False,False
+role-finance-reader,Finance reader,Finance reader,mgr_iam,medium,False,False,,False,False
+role-finance-approver,Finance approver,Finance approver,mgr_iam,high,True,False,finance-payment,False,False
+role-finance-payer,Finance payer,Finance payer,mgr_iam,high,True,False,finance-payment,False,False
+role-hr-reader,HR reader,HR reader,mgr_iam,medium,False,False,,False,False
+role-hr-admin,HR admin,HR admin,mgr_iam,high,True,False,,False,False
+role-eng-repo-read,Repo read,Repo read,mgr_iam,medium,False,False,,False,False
+role-eng-prod-deploy,Prod deploy,Prod deploy,mgr_iam,high,True,False,,False,False
+role-eng-admin,Eng admin,Eng admin,mgr_iam,high,True,False,,False,False
+role-sales-crm,Sales CRM,Sales CRM,mgr_iam,medium,False,False,,False,False
+role-sales-admin,Sales admin,Sales admin,mgr_iam,high,True,False,,False,False
+role-ops-monitor,Ops monitor,Ops monitor,mgr_iam,medium,False,False,,False,False
+role-ops-admin,Ops admin,Ops admin,mgr_iam,high,True,False,,False,False
+role-contractor-seasonal,Seasonal contractor,Seasonal contractor,mgr_iam,medium,False,True,,False,False
+role-break-glass-admin,Break-glass admin,Break-glass admin,mgr_iam,critical,True,False,,True,False
+role-svc-backup,Backup job,Backup job,mgr_iam,medium,False,False,,False,True
+role-svc-ci,CI deploy job,CI deploy job,mgr_iam,medium,False,False,,False,True
+role-payroll-export,Payroll export,Payroll export,mgr_iam,critical,True,False,,False,False
+role-iam-admin,IAM admin,IAM admin,mgr_iam,critical,True,False,,False,False
+role-audit-reader,Audit reader,Audit reader,mgr_iam,high,False,False,,False,False
+role-wiki-editor,Wiki editor,Wiki editor,mgr_iam,low,False,False,,False,False
+role-customer-pii,Customer PII,Customer PII,mgr_iam,high,False,False,,False,False
+role-billing-write,Billing write,Billing write,mgr_iam,high,True,False,,False,False
+role-legal-hold,Legal hold,Legal hold,mgr_iam,high,False,False,,False,False
+role-data-warehouse,Warehouse reader,Warehouse reader,mgr_iam,medium,False,False,,False,False
+role-okta-app-admin,App admin,App admin,mgr_iam,high,True,False,,False,False
diff --git a/data/sample_preview.json b/data/sample_preview.json
new file mode 100644
index 0000000000000000000000000000000000000000..6090f655e3670ae383e30cb66bdba55ae4334a47
--- /dev/null
+++ b/data/sample_preview.json
@@ -0,0 +1,29 @@
+{
+  "run_id": "ariaar-ec4def74f943f1d2",
+  "status": "ready",
+  "status_label": "Grants ready for review \u00b7 Live graph, SoD, peer comparison, and policy BM25",
+  "kpis": {
+    "n_raw": 658,
+    "n_valid": 658,
+    "n_dropped": 0,
+    "n_grants": 658,
+    "n_identities": 180,
+    "n_security_review": 15,
+    "n_context": 15,
+    "n_insufficient": 2,
+    "n_sod": 4,
+    "n_ownerless": 3,
+    "parse_coverage": 1.0,
+    "event_recall": 1.0,
+    "precision": 0.8571,
+    "precision_at_k": 0.8571,
+    "protected_as_security": 0,
+    "seconds": 1.385,
+    "threshold": 90.0,
+    "model_names": "rules+peer+policy-bm25",
+    "review_capacity": 12
+  },
+  "kpi_html": "<div class='kpi-grid'><article class='kpi-card'><p class='kpi-label'>Needs access review</p><p class='kpi-value'>15</p><p class='kpi-sub'>15 context grants</p></article><article class='kpi-card'><p class='kpi-label'>Parse coverage</p><p class='kpi-value'>100%</p><p class='kpi-sub'>658/658</p></article><article class='kpi-card'><p class='kpi-label'>Incomplete rows</p><p class='kpi-value'>0</p><p class='kpi-sub'>missing identity/role</p></article><article class='kpi-card'><p class='kpi-label'>Test event recall</p><p class='kpi-value'>100%</p><p class='kpi-sub'>unused-90d baseline: 0.2</p></article><article class='kpi-card'><p class='kpi-label'>Precision @ 12</p><p class='kpi-value'>86%</p><p class='kpi-sub'>held-out review capacity</p></article><article class='kpi-card'><p class='kpi-label'>Protected as review</p><p class='kpi-value'>0</p><p class='kpi-sub'>break-glass / service / seasonal</p></article><article class='kpi-card'><p class='kpi-label'>Analyze time</p><p class='kpi-value'>1.4s</p><p class='kpi-sub'>T=90</p></article></div>",
+  "validation_ok": true,
+  "precomputed": true
+}
\ No newline at end of file
diff --git a/data/schema.json b/data/schema.json
new file mode 100644
index 0000000000000000000000000000000000000000..44afbf297a6f272101b2e84be9edee8576acb94b
--- /dev/null
+++ b/data/schema.json
@@ -0,0 +1,22 @@
+{
+  "schema_id": "ariaaccess.grant_review.v1",
+  "as_of": "2026-07-01T00:00:00Z",
+  "required_grant_fields": [
+    "identity_id",
+    "role_id"
+  ],
+  "identity_types": [
+    "human",
+    "service",
+    "break_glass"
+  ],
+  "grant_kinds": [
+    "direct",
+    "inherited"
+  ],
+  "coverage": [
+    "full",
+    "partial",
+    "none"
+  ]
+}
\ No newline at end of file
diff --git a/data/splits.json b/data/splits.json
new file mode 100644
index 0000000000000000000000000000000000000000..b570b95e1d86294b127fdd3236be4faea46222ee
--- /dev/null
+++ b/data/splits.json
@@ -0,0 +1,5 @@
+{
+  "development": "identities usr_0001-usr_0100, svc_0001-svc_0010, brk_0001-brk_0005",
+  "test": "identities usr_0101-usr_0150, svc_0011-svc_0020, brk_0006-brk_0010",
+  "note": "Gold cases stay with their identity. Peer comparison uses the same department and identity type."
+}
\ No newline at end of file
diff --git a/demo/.gitattributes b/demo/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..db71e0acbbac7951e90491365504d18ba4f01c62
--- /dev/null
+++ b/demo/.gitattributes
@@ -0,0 +1,11 @@
+* text=auto eol=lf
+*.py text eol=lf
+*.md text eol=lf
+*.csv text eol=lf
+*.json text eol=lf
+*.jsonl text eol=lf
+*.yml text eol=lf
+*.yaml text eol=lf
+*.html text eol=lf
+*.txt text eol=lf
+*.log text eol=lf
diff --git a/demo/.gitignore b/demo/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..0ca8706bb3f0d7f84ef457a658d2cd86de8ebc35
--- /dev/null
+++ b/demo/.gitignore
@@ -0,0 +1,7 @@
+.venv/
+.venv-access/
+__pycache__/
+.pytest_cache/
+.mypy_cache/
+reports/
+*.pyc
diff --git a/demo/README.md b/demo/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..1c70503e6fc2147645c7cb2bf4f19e21ccb44b16
--- /dev/null
+++ b/demo/README.md
@@ -0,0 +1,55 @@
+---
+title: AriaAccessReview Least Privilege
+emoji: 🧾
+colorFrom: green
+colorTo: indigo
+sdk: gradio
+sdk_version: 6.15.1
+app_file: app.py
+fullWidth: true
+python_version: "3.12"
+short_description: Review unused and excess grants; no auto-revoke
+pinned: true
+license: apache-2.0
+tags:
+  - cybersecurity
+  - iam
+  - least-privilege
+  - access-review
+  - data-visualization
+datasets:
+  - AriaAICompany/access-review-lab
+---
+
+# AriaAccessReview — Least-Privilege Access Review
+
+**Aria AI** workstation for IAM and audit teams. The question is which standing grants are unused, ownerless, conflicting, or far from department peers — with enough evidence for a human to decide. Unused time in an incomplete log is not proof the grant is unnecessary. This Space never revokes access or writes back to a directory.
+
+An item means **needs review**. It is not a certified “remove this.” Break-glass, service, and seasonal idle time stay context.
+
+## What you can do
+
+1. Run the 180-identity laboratory pack (seed 15, as-of 2026-07-01) or upload a JSON pack / grants CSV.
+2. Compare AriaAccessReview with unused-90d, SoD-only, ownerless-only, combined rules, and peer Jaccard.
+3. Move unused-days T and see **review count and held-out event recall together**.
+4. Open a finding for the `grant_id`, direct vs inherited, owner, coverage, and a BM25 policy excerpt. The graph is one identity, not the whole firm.
+5. Download a hashed CSV/JSON bundle for this run.
+
+CPU only. No paid API. Roles come from grants, not inferred personality. Employee performance is out of scope.
+
+## Hosting
+
+- Dataset: [AriaAICompany/access-review-lab](https://huggingface.co/datasets/AriaAICompany/access-review-lab)
+- Collection: [Aria AI — Cybersecurity](https://huggingface.co/collections/AriaAICompany/aria-ai-cybersecurity-6ab01faa3995a3bb737b58a7)
+- Live app: `alirezaaminzadeh/aria-access-review` when Gradio hosting is available
+- Organization card: `AriaAICompany/aria-access-review` (static; org Gradio needs Team/Enterprise)
+
+## Persian
+
+آریااکسس‌ریویو گراف هویت–نقش–منبع را می‌سازد و اعطای بلااستفاده، بدون مالک، نقض تفکیک وظیفه و نقش اضافه نسبت به همتایان را برای بازبینی انسان جدا می‌کند. لاگ ناقص یعنی شواهد ناکافی، نه بی‌نیازی. حساب اضطراری و سرویس زمینه هستند. این دمو دسترسی را حذف نمی‌کند.
+
+## Links
+
+- [AriaAICompany](https://huggingface.co/AriaAICompany)
+- [aria-ai.ir](https://aria-ai.ir/)
+- Roadmap project 15 of 25
diff --git a/demo/app.py b/demo/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..1384fadf2a771c78071e92282e0456ce9e2dfe72
--- /dev/null
+++ b/demo/app.py
@@ -0,0 +1,8 @@
+import gradio as gr
+
+from src.ui import CSS, build_demo
+
+demo = build_demo()
+
+if __name__ == "__main__":
+    demo.launch(theme=gr.themes.Soft(primary_hue="teal", secondary_hue="indigo"), css=CSS)
diff --git a/demo/evaluations/evaluation.json b/demo/evaluations/evaluation.json
new file mode 100644
index 0000000000000000000000000000000000000000..3cfdee8cddb420eb32044adf509b21978b9cff7e
--- /dev/null
+++ b/demo/evaluations/evaluation.json
@@ -0,0 +1,327 @@
+{
+  "seed": 15,
+  "n_identities": 180,
+  "n_roles": 28,
+  "n_resources": 29,
+  "n_grants": 658,
+  "n_events": 18,
+  "kpis": {
+    "n_raw": 658,
+    "n_valid": 658,
+    "n_dropped": 0,
+    "n_grants": 658,
+    "n_identities": 180,
+    "n_security_review": 15,
+    "n_context": 15,
+    "n_insufficient": 2,
+    "n_sod": 4,
+    "n_ownerless": 3,
+    "parse_coverage": 1.0,
+    "event_recall": 1.0,
+    "precision": 0.8571,
+    "precision_at_k": 0.8571,
+    "protected_as_security": 0,
+    "seconds": 1.385,
+    "threshold": 90.0,
+    "model_names": "rules+peer+policy-bm25",
+    "review_capacity": 12
+  },
+  "comparison": [
+    {
+      "method": "unused_90d",
+      "split": "development",
+      "event_recall": 0.25,
+      "precision": 0.1111,
+      "precision_at_k": 0.1111,
+      "protected_as_security": 7,
+      "coverage_as_security": 1,
+      "n_security_alerts": 9,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "sod_only",
+      "split": "development",
+      "event_recall": 0.25,
+      "precision": 1.0,
+      "precision_at_k": 1.0,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 2,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ownerless_only",
+      "split": "development",
+      "event_recall": 0.25,
+      "precision": 0.2,
+      "precision_at_k": 0.2,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 5,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "rules",
+      "split": "development",
+      "event_recall": 1.0,
+      "precision": 0.5556,
+      "precision_at_k": 0.5556,
+      "protected_as_security": 0,
+      "coverage_as_security": 1,
+      "n_security_alerts": 9,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "peer_jaccard",
+      "split": "development",
+      "event_recall": 0.75,
+      "precision": 0.5,
+      "precision_at_k": 0.5,
+      "protected_as_security": 0,
+      "coverage_as_security": 1,
+      "n_security_alerts": 8,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ariaaccessreview",
+      "split": "development",
+      "event_recall": 1.0,
+      "precision": 0.625,
+      "precision_at_k": 0.625,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 8,
+      "n_context_alerts": 7,
+      "n_insufficient": 1,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "unused_90d",
+      "split": "test",
+      "event_recall": 0.2,
+      "precision": 0.1,
+      "precision_at_k": 0.1,
+      "protected_as_security": 8,
+      "coverage_as_security": 1,
+      "n_security_alerts": 10,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "sod_only",
+      "split": "test",
+      "event_recall": 0.2,
+      "precision": 1.0,
+      "precision_at_k": 1.0,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 2,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ownerless_only",
+      "split": "test",
+      "event_recall": 0.4,
+      "precision": 0.2,
+      "precision_at_k": 0.2,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 10,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "rules",
+      "split": "test",
+      "event_recall": 1.0,
+      "precision": 0.75,
+      "precision_at_k": 0.75,
+      "protected_as_security": 0,
+      "coverage_as_security": 1,
+      "n_security_alerts": 8,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "peer_jaccard",
+      "split": "test",
+      "event_recall": 0.8,
+      "precision": 0.7143,
+      "precision_at_k": 0.7143,
+      "protected_as_security": 0,
+      "coverage_as_security": 1,
+      "n_security_alerts": 7,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ariaaccessreview",
+      "split": "test",
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "precision_at_k": 0.8571,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 7,
+      "n_context_alerts": 8,
+      "n_insufficient": 1,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "unused_90d",
+      "split": "all",
+      "event_recall": 0.2222,
+      "precision": 0.1053,
+      "precision_at_k": 0.1667,
+      "protected_as_security": 15,
+      "coverage_as_security": 2,
+      "n_security_alerts": 19,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "sod_only",
+      "split": "all",
+      "event_recall": 0.2222,
+      "precision": 1.0,
+      "precision_at_k": 1.0,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 4,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ownerless_only",
+      "split": "all",
+      "event_recall": 0.3333,
+      "precision": 0.2,
+      "precision_at_k": 0.25,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 15,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "rules",
+      "split": "all",
+      "event_recall": 1.0,
+      "precision": 0.6471,
+      "precision_at_k": 0.75,
+      "protected_as_security": 0,
+      "coverage_as_security": 2,
+      "n_security_alerts": 17,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "peer_jaccard",
+      "split": "all",
+      "event_recall": 0.7778,
+      "precision": 0.6,
+      "precision_at_k": 0.6667,
+      "protected_as_security": 0,
+      "coverage_as_security": 2,
+      "n_security_alerts": 15,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ariaaccessreview",
+      "split": "all",
+      "event_recall": 1.0,
+      "precision": 0.7333,
+      "precision_at_k": 0.75,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 15,
+      "n_context_alerts": 15,
+      "n_insufficient": 2,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    }
+  ],
+  "calibration": [
+    {
+      "threshold": 30.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 60.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 90.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 120.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 150.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 180.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    }
+  ]
+}
\ No newline at end of file
diff --git a/demo/examples/access_sample.json b/demo/examples/access_sample.json
new file mode 100644
index 0000000000000000000000000000000000000000..b3eb318cae64caa5308d5dc35476eabae701572b
--- /dev/null
+++ b/demo/examples/access_sample.json
@@ -0,0 +1,22326 @@
+{
+  "identities": [
+    {
+      "identity_id": "usr_0001",
+      "display_name": "Human 0001",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0002",
+      "display_name": "Human 0002",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0003",
+      "display_name": "Human 0003",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0004",
+      "display_name": "Human 0004",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0005",
+      "display_name": "Human 0005",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0006",
+      "display_name": "Human 0006",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0007",
+      "display_name": "Human 0007",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0008",
+      "display_name": "Human 0008",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0009",
+      "display_name": "Human 0009",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0010",
+      "display_name": "Human 0010",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0011",
+      "display_name": "Human 0011",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0012",
+      "display_name": "Human 0012",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0013",
+      "display_name": "Human 0013",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0014",
+      "display_name": "Human 0014",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0015",
+      "display_name": "Human 0015",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0016",
+      "display_name": "Human 0016",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0017",
+      "display_name": "Human 0017",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0018",
+      "display_name": "Human 0018",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0019",
+      "display_name": "Human 0019",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0020",
+      "display_name": "Human 0020",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0021",
+      "display_name": "Human 0021",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0022",
+      "display_name": "Human 0022",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0023",
+      "display_name": "Human 0023",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0024",
+      "display_name": "Human 0024",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0025",
+      "display_name": "Human 0025",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0026",
+      "display_name": "Human 0026",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0027",
+      "display_name": "Human 0027",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0028",
+      "display_name": "Human 0028",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0029",
+      "display_name": "Human 0029",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0030",
+      "display_name": "Human 0030",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0031",
+      "display_name": "Human 0031",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0032",
+      "display_name": "Human 0032",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0033",
+      "display_name": "Human 0033",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0034",
+      "display_name": "Human 0034",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0035",
+      "display_name": "Human 0035",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0036",
+      "display_name": "Human 0036",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0037",
+      "display_name": "Human 0037",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0038",
+      "display_name": "Human 0038",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0039",
+      "display_name": "Human 0039",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0040",
+      "display_name": "Human 0040",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0041",
+      "display_name": "Human 0041",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0042",
+      "display_name": "Human 0042",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0043",
+      "display_name": "Human 0043",
+      "identity_type": "human",
+      "owner_id": "",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0044",
+      "display_name": "Human 0044",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0045",
+      "display_name": "Human 0045",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0046",
+      "display_name": "Human 0046",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0047",
+      "display_name": "Human 0047",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0048",
+      "display_name": "Human 0048",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0049",
+      "display_name": "Human 0049",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0050",
+      "display_name": "Human 0050",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0051",
+      "display_name": "Human 0051",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0052",
+      "display_name": "Human 0052",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0053",
+      "display_name": "Human 0053",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0054",
+      "display_name": "Human 0054",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0055",
+      "display_name": "Human 0055",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0056",
+      "display_name": "Human 0056",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "usr_0057",
+      "display_name": "Human 0057",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
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+      "status": "active",
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+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0134",
+      "display_name": "Human 0134",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0135",
+      "display_name": "Human 0135",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0136",
+      "display_name": "Human 0136",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0137",
+      "display_name": "Human 0137",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0138",
+      "display_name": "Human 0138",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0139",
+      "display_name": "Human 0139",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0140",
+      "display_name": "Human 0140",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0141",
+      "display_name": "Human 0141",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0142",
+      "display_name": "Human 0142",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0143",
+      "display_name": "Human 0143",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0144",
+      "display_name": "Human 0144",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0145",
+      "display_name": "Human 0145",
+      "identity_type": "human",
+      "owner_id": "mgr_finance",
+      "department": "finance",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0146",
+      "display_name": "Human 0146",
+      "identity_type": "human",
+      "owner_id": "mgr_eng",
+      "department": "engineering",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0147",
+      "display_name": "Human 0147",
+      "identity_type": "human",
+      "owner_id": "mgr_hr",
+      "department": "hr",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0148",
+      "display_name": "Human 0148",
+      "identity_type": "human",
+      "owner_id": "mgr_sales",
+      "department": "sales",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0149",
+      "display_name": "Human 0149",
+      "identity_type": "human",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "usr_0150",
+      "display_name": "Human 0150",
+      "identity_type": "human",
+      "owner_id": "mgr_vendor",
+      "department": "contractors",
+      "status": "active",
+      "seasonal": true,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0001",
+      "display_name": "Service 0001",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0002",
+      "display_name": "Service 0002",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0003",
+      "display_name": "Service 0003",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0004",
+      "display_name": "Service 0004",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0005",
+      "display_name": "Service 0005",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0006",
+      "display_name": "Service 0006",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0007",
+      "display_name": "Service 0007",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0008",
+      "display_name": "Service 0008",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0009",
+      "display_name": "Service 0009",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0010",
+      "display_name": "Service 0010",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "svc_0011",
+      "display_name": "Service 0011",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0012",
+      "display_name": "Service 0012",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0013",
+      "display_name": "Service 0013",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0014",
+      "display_name": "Service 0014",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0015",
+      "display_name": "Service 0015",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0016",
+      "display_name": "Service 0016",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0017",
+      "display_name": "Service 0017",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0018",
+      "display_name": "Service 0018",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0019",
+      "display_name": "Service 0019",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "svc_0020",
+      "display_name": "Service 0020",
+      "identity_type": "service",
+      "owner_id": "mgr_ops",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "brk_0001",
+      "display_name": "Break glass 0001",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "brk_0002",
+      "display_name": "Break glass 0002",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "brk_0003",
+      "display_name": "Break glass 0003",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "brk_0004",
+      "display_name": "Break glass 0004",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "brk_0005",
+      "display_name": "Break glass 0005",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "development"
+    },
+    {
+      "identity_id": "brk_0006",
+      "display_name": "Break glass 0006",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "brk_0007",
+      "display_name": "Break glass 0007",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "brk_0008",
+      "display_name": "Break glass 0008",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "brk_0009",
+      "display_name": "Break glass 0009",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    },
+    {
+      "identity_id": "brk_0010",
+      "display_name": "Break glass 0010",
+      "identity_type": "break_glass",
+      "owner_id": "mgr_iam",
+      "department": "operations",
+      "status": "active",
+      "seasonal": false,
+      "split": "test"
+    }
+  ],
+  "roles": [
+    {
+      "role_id": "role-employee-base",
+      "name": "Employee base",
+      "description": "Employee base",
+      "owner_id": "mgr_iam",
+      "sensitivity": "low",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-email-user",
+      "name": "Email user",
+      "description": "Email user",
+      "owner_id": "mgr_iam",
+      "sensitivity": "low",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-vpn-user",
+      "name": "VPN user",
+      "description": "VPN user",
+      "owner_id": "mgr_iam",
+      "sensitivity": "low",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-finance-reader",
+      "name": "Finance reader",
+      "description": "Finance reader",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-finance-approver",
+      "name": "Finance approver",
+      "description": "Finance approver",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "finance-payment",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-finance-payer",
+      "name": "Finance payer",
+      "description": "Finance payer",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "finance-payment",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-hr-reader",
+      "name": "HR reader",
+      "description": "HR reader",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-hr-admin",
+      "name": "HR admin",
+      "description": "HR admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-eng-repo-read",
+      "name": "Repo read",
+      "description": "Repo read",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-eng-prod-deploy",
+      "name": "Prod deploy",
+      "description": "Prod deploy",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-eng-admin",
+      "name": "Eng admin",
+      "description": "Eng admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-sales-crm",
+      "name": "Sales CRM",
+      "description": "Sales CRM",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-sales-admin",
+      "name": "Sales admin",
+      "description": "Sales admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-ops-monitor",
+      "name": "Ops monitor",
+      "description": "Ops monitor",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-ops-admin",
+      "name": "Ops admin",
+      "description": "Ops admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-contractor-seasonal",
+      "name": "Seasonal contractor",
+      "description": "Seasonal contractor",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": true,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-break-glass-admin",
+      "name": "Break-glass admin",
+      "description": "Break-glass admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "critical",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": true,
+      "service": false
+    },
+    {
+      "role_id": "role-svc-backup",
+      "name": "Backup job",
+      "description": "Backup job",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": true
+    },
+    {
+      "role_id": "role-svc-ci",
+      "name": "CI deploy job",
+      "description": "CI deploy job",
+      "owner_id": "mgr_iam",
+      "sensitivity": "medium",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": true
+    },
+    {
+      "role_id": "role-payroll-export",
+      "name": "Payroll export",
+      "description": "Payroll export",
+      "owner_id": "mgr_iam",
+      "sensitivity": "critical",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-iam-admin",
+      "name": "IAM admin",
+      "description": "IAM admin",
+      "owner_id": "mgr_iam",
+      "sensitivity": "critical",
+      "privileged": true,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-audit-reader",
+      "name": "Audit reader",
+      "description": "Audit reader",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-wiki-editor",
+      "name": "Wiki editor",
+      "description": "Wiki editor",
+      "owner_id": "mgr_iam",
+      "sensitivity": "low",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
+      "role_id": "role-customer-pii",
+      "name": "Customer PII",
+      "description": "Customer PII",
+      "owner_id": "mgr_iam",
+      "sensitivity": "high",
+      "privileged": false,
+      "seasonal": false,
+      "sod_group": "",
+      "break_glass": false,
+      "service": false
+    },
+    {
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+    {
+      "event_id": "GOLD-UNUSED-DEV-01",
+      "identity_id": "usr_0041",
+      "role_id": "role-payroll-export",
+      "start": "2026-01-02T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_privileged",
+      "split": "development",
+      "note": "Finance human holds unused payroll export with full logs."
+    },
+    {
+      "event_id": "GOLD-SOD-DEV-01",
+      "identity_id": "usr_0042",
+      "role_id": "role-finance-approver",
+      "start": "2025-12-13T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "sod_conflict",
+      "split": "development",
+      "note": "Same human holds finance approver and payer."
+    },
+    {
+      "event_id": "GOLD-OWNERLESS-DEV-01",
+      "identity_id": "usr_0043",
+      "role_id": "role-customer-pii",
+      "start": "2026-03-03T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "ownerless",
+      "split": "development",
+      "note": "Active human with empty owner still holds customer PII."
+    },
+    {
+      "event_id": "GOLD-PEER-DEV-01",
+      "identity_id": "usr_0050",
+      "role_id": "role-eng-prod-deploy",
+      "start": "2026-05-22T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "peer_excess",
+      "split": "development",
+      "note": "Sales peer group does not hold prod deploy."
+    },
+    {
+      "event_id": "GOLD-COVERAGE-DEV-01",
+      "identity_id": "usr_0060",
+      "role_id": "role-hr-admin",
+      "start": "2025-12-13T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_incomplete_log",
+      "split": "development",
+      "note": "Unused HR admin but usage log coverage is none."
+    },
+    {
+      "event_id": "GOLD-BREAKGLASS-DEV-01",
+      "identity_id": "brk_0001",
+      "role_id": "role-break-glass-admin",
+      "start": "2025-05-27T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_break_glass",
+      "split": "development",
+      "note": "Break-glass idle time is expected."
+    },
+    {
+      "event_id": "GOLD-SERVICE-DEV-01",
+      "identity_id": "svc_0001",
+      "role_id": "role-svc-backup",
+      "start": "2025-12-13T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_service",
+      "split": "development",
+      "note": "Backup job may be idle longer than 90 days."
+    },
+    {
+      "event_id": "GOLD-SEASONAL-DEV-01",
+      "identity_id": "usr_0080",
+      "role_id": "role-contractor-seasonal",
+      "start": "2026-03-13T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_seasonal",
+      "split": "development",
+      "note": "Contractor seasonal role is idle off-season."
+    },
+    {
+      "event_id": "GOLD-UNUSED-01",
+      "identity_id": "usr_0121",
+      "role_id": "role-payroll-export",
+      "start": "2026-01-22T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_privileged",
+      "split": "test",
+      "note": "Held-out unused payroll export with full coverage."
+    },
+    {
+      "event_id": "GOLD-SOD-01",
+      "identity_id": "usr_0122",
+      "role_id": "role-finance-approver",
+      "start": "2025-12-03T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "sod_conflict",
+      "split": "test",
+      "note": "Held-out SoD pair on one human."
+    },
+    {
+      "event_id": "GOLD-OWNERLESS-01",
+      "identity_id": "usr_0123",
+      "role_id": "role-iam-admin",
+      "start": "2026-04-02T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "ownerless",
+      "split": "test",
+      "note": "Ownerless IAM admin grant."
+    },
+    {
+      "event_id": "GOLD-PEER-01",
+      "identity_id": "usr_0124",
+      "role_id": "role-eng-prod-deploy",
+      "start": "2026-06-11T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "peer_excess",
+      "split": "test",
+      "note": "Sales identity with engineering prod deploy."
+    },
+    {
+      "event_id": "GOLD-ORPHAN-01",
+      "identity_id": "usr_0125",
+      "role_id": "role-customer-pii",
+      "start": "2026-04-22T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "orphan_identity",
+      "split": "test",
+      "note": "Departed identity still holds customer PII."
+    },
+    {
+      "event_id": "GOLD-COVERAGE-01",
+      "identity_id": "usr_0126",
+      "role_id": "role-okta-app-admin",
+      "start": "2025-12-13T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_incomplete_log",
+      "split": "test",
+      "note": "Unused app admin with no usage log coverage."
+    },
+    {
+      "event_id": "GOLD-BREAKGLASS-01",
+      "identity_id": "brk_0008",
+      "role_id": "role-break-glass-admin",
+      "start": "2025-09-04T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_break_glass",
+      "split": "test",
+      "note": "Held-out break-glass unused account."
+    },
+    {
+      "event_id": "GOLD-SERVICE-01",
+      "identity_id": "svc_0015",
+      "role_id": "role-svc-ci",
+      "start": "2026-01-02T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_service",
+      "split": "test",
+      "note": "Held-out CI service account idle window."
+    },
+    {
+      "event_id": "GOLD-SEASONAL-01",
+      "identity_id": "usr_0127",
+      "role_id": "role-contractor-seasonal",
+      "start": "2026-03-23T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_seasonal",
+      "split": "test",
+      "note": "Held-out seasonal contractor idle off-season."
+    },
+    {
+      "event_id": "GOLD-INHERITED-01",
+      "identity_id": "usr_0128",
+      "role_id": "role-employee-base",
+      "start": "2026-02-11T00:00:00Z",
+      "end": "2026-07-01T00:00:00Z",
+      "family": "unused_inherited_base",
+      "split": "test",
+      "note": "Unused inherited employee-base grant is bundle context."
+    }
+  ]
+}
\ No newline at end of file
diff --git a/demo/examples/evaluation.json b/demo/examples/evaluation.json
new file mode 100644
index 0000000000000000000000000000000000000000..3cfdee8cddb420eb32044adf509b21978b9cff7e
--- /dev/null
+++ b/demo/examples/evaluation.json
@@ -0,0 +1,327 @@
+{
+  "seed": 15,
+  "n_identities": 180,
+  "n_roles": 28,
+  "n_resources": 29,
+  "n_grants": 658,
+  "n_events": 18,
+  "kpis": {
+    "n_raw": 658,
+    "n_valid": 658,
+    "n_dropped": 0,
+    "n_grants": 658,
+    "n_identities": 180,
+    "n_security_review": 15,
+    "n_context": 15,
+    "n_insufficient": 2,
+    "n_sod": 4,
+    "n_ownerless": 3,
+    "parse_coverage": 1.0,
+    "event_recall": 1.0,
+    "precision": 0.8571,
+    "precision_at_k": 0.8571,
+    "protected_as_security": 0,
+    "seconds": 1.385,
+    "threshold": 90.0,
+    "model_names": "rules+peer+policy-bm25",
+    "review_capacity": 12
+  },
+  "comparison": [
+    {
+      "method": "unused_90d",
+      "split": "development",
+      "event_recall": 0.25,
+      "precision": 0.1111,
+      "precision_at_k": 0.1111,
+      "protected_as_security": 7,
+      "coverage_as_security": 1,
+      "n_security_alerts": 9,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "sod_only",
+      "split": "development",
+      "event_recall": 0.25,
+      "precision": 1.0,
+      "precision_at_k": 1.0,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 2,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ownerless_only",
+      "split": "development",
+      "event_recall": 0.25,
+      "precision": 0.2,
+      "precision_at_k": 0.2,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 5,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "rules",
+      "split": "development",
+      "event_recall": 1.0,
+      "precision": 0.5556,
+      "precision_at_k": 0.5556,
+      "protected_as_security": 0,
+      "coverage_as_security": 1,
+      "n_security_alerts": 9,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "peer_jaccard",
+      "split": "development",
+      "event_recall": 0.75,
+      "precision": 0.5,
+      "precision_at_k": 0.5,
+      "protected_as_security": 0,
+      "coverage_as_security": 1,
+      "n_security_alerts": 8,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ariaaccessreview",
+      "split": "development",
+      "event_recall": 1.0,
+      "precision": 0.625,
+      "precision_at_k": 0.625,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 8,
+      "n_context_alerts": 7,
+      "n_insufficient": 1,
+      "n_review_events": 4,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "unused_90d",
+      "split": "test",
+      "event_recall": 0.2,
+      "precision": 0.1,
+      "precision_at_k": 0.1,
+      "protected_as_security": 8,
+      "coverage_as_security": 1,
+      "n_security_alerts": 10,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "sod_only",
+      "split": "test",
+      "event_recall": 0.2,
+      "precision": 1.0,
+      "precision_at_k": 1.0,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 2,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ownerless_only",
+      "split": "test",
+      "event_recall": 0.4,
+      "precision": 0.2,
+      "precision_at_k": 0.2,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 10,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "rules",
+      "split": "test",
+      "event_recall": 1.0,
+      "precision": 0.75,
+      "precision_at_k": 0.75,
+      "protected_as_security": 0,
+      "coverage_as_security": 1,
+      "n_security_alerts": 8,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "peer_jaccard",
+      "split": "test",
+      "event_recall": 0.8,
+      "precision": 0.7143,
+      "precision_at_k": 0.7143,
+      "protected_as_security": 0,
+      "coverage_as_security": 1,
+      "n_security_alerts": 7,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ariaaccessreview",
+      "split": "test",
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "precision_at_k": 0.8571,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 7,
+      "n_context_alerts": 8,
+      "n_insufficient": 1,
+      "n_review_events": 5,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "unused_90d",
+      "split": "all",
+      "event_recall": 0.2222,
+      "precision": 0.1053,
+      "precision_at_k": 0.1667,
+      "protected_as_security": 15,
+      "coverage_as_security": 2,
+      "n_security_alerts": 19,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "sod_only",
+      "split": "all",
+      "event_recall": 0.2222,
+      "precision": 1.0,
+      "precision_at_k": 1.0,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 4,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ownerless_only",
+      "split": "all",
+      "event_recall": 0.3333,
+      "precision": 0.2,
+      "precision_at_k": 0.25,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 15,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "rules",
+      "split": "all",
+      "event_recall": 1.0,
+      "precision": 0.6471,
+      "precision_at_k": 0.75,
+      "protected_as_security": 0,
+      "coverage_as_security": 2,
+      "n_security_alerts": 17,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "peer_jaccard",
+      "split": "all",
+      "event_recall": 0.7778,
+      "precision": 0.6,
+      "precision_at_k": 0.6667,
+      "protected_as_security": 0,
+      "coverage_as_security": 2,
+      "n_security_alerts": 15,
+      "n_context_alerts": 0,
+      "n_insufficient": 0,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    },
+    {
+      "method": "ariaaccessreview",
+      "split": "all",
+      "event_recall": 1.0,
+      "precision": 0.7333,
+      "precision_at_k": 0.75,
+      "protected_as_security": 0,
+      "coverage_as_security": 0,
+      "n_security_alerts": 15,
+      "n_context_alerts": 15,
+      "n_insufficient": 2,
+      "n_review_events": 9,
+      "parse_coverage": 1.0
+    }
+  ],
+  "calibration": [
+    {
+      "threshold": 30.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 60.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 90.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 120.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 150.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    },
+    {
+      "threshold": 180.0,
+      "n_security_alerts": 7,
+      "event_recall": 1.0,
+      "precision": 0.8571,
+      "protected_as_security": 0
+    }
+  ]
+}
\ No newline at end of file
diff --git a/demo/examples/gold_events.json b/demo/examples/gold_events.json
new file mode 100644
index 0000000000000000000000000000000000000000..57729da9f7209b12285356ed45be48db4db778bc
--- /dev/null
+++ b/demo/examples/gold_events.json
@@ -0,0 +1,182 @@
+[
+  {
+    "event_id":"GOLD-UNUSED-DEV-01",
+    "identity_id":"usr_0041",
+    "role_id":"role-payroll-export",
+    "start":"2026-01-02T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_privileged",
+    "split":"development",
+    "note":"Finance human holds unused payroll export with full logs."
+  },
+  {
+    "event_id":"GOLD-SOD-DEV-01",
+    "identity_id":"usr_0042",
+    "role_id":"role-finance-approver",
+    "start":"2025-12-13T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"sod_conflict",
+    "split":"development",
+    "note":"Same human holds finance approver and payer."
+  },
+  {
+    "event_id":"GOLD-OWNERLESS-DEV-01",
+    "identity_id":"usr_0043",
+    "role_id":"role-customer-pii",
+    "start":"2026-03-03T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"ownerless",
+    "split":"development",
+    "note":"Active human with empty owner still holds customer PII."
+  },
+  {
+    "event_id":"GOLD-PEER-DEV-01",
+    "identity_id":"usr_0050",
+    "role_id":"role-eng-prod-deploy",
+    "start":"2026-05-22T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"peer_excess",
+    "split":"development",
+    "note":"Sales peer group does not hold prod deploy."
+  },
+  {
+    "event_id":"GOLD-COVERAGE-DEV-01",
+    "identity_id":"usr_0060",
+    "role_id":"role-hr-admin",
+    "start":"2025-12-13T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_incomplete_log",
+    "split":"development",
+    "note":"Unused HR admin but usage log coverage is none."
+  },
+  {
+    "event_id":"GOLD-BREAKGLASS-DEV-01",
+    "identity_id":"brk_0001",
+    "role_id":"role-break-glass-admin",
+    "start":"2025-05-27T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_break_glass",
+    "split":"development",
+    "note":"Break-glass idle time is expected."
+  },
+  {
+    "event_id":"GOLD-SERVICE-DEV-01",
+    "identity_id":"svc_0001",
+    "role_id":"role-svc-backup",
+    "start":"2025-12-13T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_service",
+    "split":"development",
+    "note":"Backup job may be idle longer than 90 days."
+  },
+  {
+    "event_id":"GOLD-SEASONAL-DEV-01",
+    "identity_id":"usr_0080",
+    "role_id":"role-contractor-seasonal",
+    "start":"2026-03-13T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_seasonal",
+    "split":"development",
+    "note":"Contractor seasonal role is idle off-season."
+  },
+  {
+    "event_id":"GOLD-UNUSED-01",
+    "identity_id":"usr_0121",
+    "role_id":"role-payroll-export",
+    "start":"2026-01-22T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_privileged",
+    "split":"test",
+    "note":"Held-out unused payroll export with full coverage."
+  },
+  {
+    "event_id":"GOLD-SOD-01",
+    "identity_id":"usr_0122",
+    "role_id":"role-finance-approver",
+    "start":"2025-12-03T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"sod_conflict",
+    "split":"test",
+    "note":"Held-out SoD pair on one human."
+  },
+  {
+    "event_id":"GOLD-OWNERLESS-01",
+    "identity_id":"usr_0123",
+    "role_id":"role-iam-admin",
+    "start":"2026-04-02T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"ownerless",
+    "split":"test",
+    "note":"Ownerless IAM admin grant."
+  },
+  {
+    "event_id":"GOLD-PEER-01",
+    "identity_id":"usr_0124",
+    "role_id":"role-eng-prod-deploy",
+    "start":"2026-06-11T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"peer_excess",
+    "split":"test",
+    "note":"Sales identity with engineering prod deploy."
+  },
+  {
+    "event_id":"GOLD-ORPHAN-01",
+    "identity_id":"usr_0125",
+    "role_id":"role-customer-pii",
+    "start":"2026-04-22T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"orphan_identity",
+    "split":"test",
+    "note":"Departed identity still holds customer PII."
+  },
+  {
+    "event_id":"GOLD-COVERAGE-01",
+    "identity_id":"usr_0126",
+    "role_id":"role-okta-app-admin",
+    "start":"2025-12-13T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_incomplete_log",
+    "split":"test",
+    "note":"Unused app admin with no usage log coverage."
+  },
+  {
+    "event_id":"GOLD-BREAKGLASS-01",
+    "identity_id":"brk_0008",
+    "role_id":"role-break-glass-admin",
+    "start":"2025-09-04T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_break_glass",
+    "split":"test",
+    "note":"Held-out break-glass unused account."
+  },
+  {
+    "event_id":"GOLD-SERVICE-01",
+    "identity_id":"svc_0015",
+    "role_id":"role-svc-ci",
+    "start":"2026-01-02T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_service",
+    "split":"test",
+    "note":"Held-out CI service account idle window."
+  },
+  {
+    "event_id":"GOLD-SEASONAL-01",
+    "identity_id":"usr_0127",
+    "role_id":"role-contractor-seasonal",
+    "start":"2026-03-23T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_seasonal",
+    "split":"test",
+    "note":"Held-out seasonal contractor idle off-season."
+  },
+  {
+    "event_id":"GOLD-INHERITED-01",
+    "identity_id":"usr_0128",
+    "role_id":"role-employee-base",
+    "start":"2026-02-11T00:00:00Z",
+    "end":"2026-07-01T00:00:00Z",
+    "family":"unused_inherited_base",
+    "split":"test",
+    "note":"Unused inherited employee-base grant is bundle context."
+  }
+]
\ No newline at end of file
diff --git a/demo/examples/grants_preview.csv b/demo/examples/grants_preview.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4754b18dabea0baf125cded552460e8dfeb4aa82
--- /dev/null
+++ b/demo/examples/grants_preview.csv
@@ -0,0 +1,401 @@
+grant_id,identity_id,identity_type,department,owner_id,status,seasonal_identity,role_id,resource_ids,grant_kind,inherited_from,created_at,expires_at,last_used_at,usage_count,usage_window_days,usage_log_coverage,sensitivity,privileged,seasonal,sod_group,break_glass,service,lab_event_id,lab_family,split
+gnt_0001,usr_0001,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,85,90,full,low,False,False,,False,False,,,development
+gnt_0002,usr_0001,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,68,90,full,low,False,False,,False,False,,,development
+gnt_0003,usr_0001,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,69,90,full,low,False,False,,False,False,,,development
+gnt_0004,usr_0001,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-02T00:00:00Z,30,90,full,medium,False,False,,False,False,,,development
+gnt_0005,usr_0001,human,finance,mgr_finance,active,False,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-06-16T00:00:00Z,9,90,full,low,False,False,,False,False,,,development
+gnt_0006,usr_0002,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,60,90,full,low,False,False,,False,False,,,development
+gnt_0007,usr_0002,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,87,90,full,low,False,False,,False,False,,,development
+gnt_0008,usr_0002,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,30,90,full,low,False,False,,False,False,,,development
+gnt_0009,usr_0002,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-05-28T00:00:00Z,61,90,full,medium,False,False,,False,False,,,development
+gnt_0010,usr_0003,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,68,90,full,low,False,False,,False,False,,,development
+gnt_0011,usr_0003,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,51,90,full,low,False,False,,False,False,,,development
+gnt_0012,usr_0003,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,38,90,full,low,False,False,,False,False,,,development
+gnt_0013,usr_0003,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-05-28T00:00:00Z,29,90,full,medium,False,False,,False,False,,,development
+gnt_0014,usr_0004,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,74,90,full,low,False,False,,False,False,,,development
+gnt_0015,usr_0004,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,29,90,full,low,False,False,,False,False,,,development
+gnt_0016,usr_0004,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,58,90,full,low,False,False,,False,False,,,development
+gnt_0017,usr_0004,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-11T00:00:00Z,76,90,full,medium,False,False,,False,False,,,development
+gnt_0018,usr_0004,human,sales,mgr_sales,active,False,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-05-25T00:00:00Z,16,90,full,low,False,False,,False,False,,,development
+gnt_0019,usr_0005,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,42,90,full,low,False,False,,False,False,,,development
+gnt_0020,usr_0005,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,47,90,full,low,False,False,,False,False,,,development
+gnt_0021,usr_0005,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,50,90,full,low,False,False,,False,False,,,development
+gnt_0022,usr_0005,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-20T00:00:00Z,29,90,full,medium,False,False,,False,False,,,development
+gnt_0023,usr_0006,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,57,90,full,low,False,True,,False,False,,,development
+gnt_0024,usr_0006,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,85,90,full,low,False,True,,False,False,,,development
+gnt_0025,usr_0006,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,43,90,full,low,False,True,,False,False,,,development
+gnt_0026,usr_0006,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-20T00:00:00Z,74,90,full,medium,False,True,,False,False,,,development
+gnt_0027,usr_0007,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,61,90,full,low,False,False,,False,False,,,development
+gnt_0028,usr_0007,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,87,90,full,low,False,False,,False,False,,,development
+gnt_0029,usr_0007,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,49,90,full,low,False,False,,False,False,,,development
+gnt_0030,usr_0007,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-04T00:00:00Z,74,90,full,medium,False,False,,False,False,,,development
+gnt_0031,usr_0008,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,74,90,full,low,False,False,,False,False,,,development
+gnt_0032,usr_0008,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,86,90,full,low,False,False,,False,False,,,development
+gnt_0033,usr_0008,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,61,90,full,low,False,False,,False,False,,,development
+gnt_0034,usr_0008,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,31,90,full,medium,False,False,,False,False,,,development
+gnt_0035,usr_0009,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,25,90,full,low,False,False,,False,False,,,development
+gnt_0036,usr_0009,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,38,90,full,low,False,False,,False,False,,,development
+gnt_0037,usr_0009,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,27,90,full,low,False,False,,False,False,,,development
+gnt_0038,usr_0009,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-07T00:00:00Z,66,90,full,medium,False,False,,False,False,,,development
+gnt_0039,usr_0010,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,25,90,full,low,False,False,,False,False,,,development
+gnt_0040,usr_0010,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,75,90,full,low,False,False,,False,False,,,development
+gnt_0041,usr_0010,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,45,90,full,low,False,False,,False,False,,,development
+gnt_0042,usr_0010,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-08T00:00:00Z,26,90,full,medium,False,False,,False,False,,,development
+gnt_0043,usr_0011,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,21,90,full,low,False,False,,False,False,,,development
+gnt_0044,usr_0011,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,34,90,full,low,False,False,,False,False,,,development
+gnt_0045,usr_0011,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,66,90,full,low,False,False,,False,False,,,development
+gnt_0046,usr_0011,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-26T00:00:00Z,57,90,full,medium,False,False,,False,False,,,development
+gnt_0047,usr_0012,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,44,90,full,low,False,True,,False,False,,,development
+gnt_0048,usr_0012,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,26,90,full,low,False,True,,False,False,,,development
+gnt_0049,usr_0012,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,49,90,full,low,False,True,,False,False,,,development
+gnt_0050,usr_0012,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-01T00:00:00Z,73,90,full,medium,False,True,,False,False,,,development
+gnt_0051,usr_0012,human,contractors,mgr_vendor,active,True,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-05-31T00:00:00Z,11,90,full,low,False,True,,False,False,,,development
+gnt_0052,usr_0013,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,63,90,full,low,False,False,,False,False,,,development
+gnt_0053,usr_0013,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,44,90,full,low,False,False,,False,False,,,development
+gnt_0054,usr_0013,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,59,90,full,low,False,False,,False,False,,,development
+gnt_0055,usr_0013,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-27T00:00:00Z,69,90,full,medium,False,False,,False,False,,,development
+gnt_0056,usr_0013,human,finance,mgr_finance,active,False,role-finance-approver,res-erp-approve,direct,,2025-05-27T00:00:00Z,,2026-06-09T00:00:00Z,18,90,full,high,True,False,finance-payment,False,False,,,development
+gnt_0057,usr_0014,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,49,90,full,low,False,False,,False,False,,,development
+gnt_0058,usr_0014,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,84,90,full,low,False,False,,False,False,,,development
+gnt_0059,usr_0014,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,74,90,full,low,False,False,,False,False,,,development
+gnt_0060,usr_0014,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-23T00:00:00Z,71,90,full,medium,False,False,,False,False,,,development
+gnt_0061,usr_0015,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,62,90,full,low,False,False,,False,False,,,development
+gnt_0062,usr_0015,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,43,90,full,low,False,False,,False,False,,,development
+gnt_0063,usr_0015,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,54,90,full,low,False,False,,False,False,,,development
+gnt_0064,usr_0015,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-01T00:00:00Z,23,90,full,medium,False,False,,False,False,,,development
+gnt_0065,usr_0016,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,48,90,full,low,False,False,,False,False,,,development
+gnt_0066,usr_0016,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,61,90,full,low,False,False,,False,False,,,development
+gnt_0067,usr_0016,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,83,90,full,low,False,False,,False,False,,,development
+gnt_0068,usr_0016,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-05-29T00:00:00Z,38,90,full,medium,False,False,,False,False,,,development
+gnt_0069,usr_0017,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,70,90,full,low,False,False,,False,False,,,development
+gnt_0070,usr_0017,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,76,90,full,low,False,False,,False,False,,,development
+gnt_0071,usr_0017,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,29,90,full,low,False,False,,False,False,,,development
+gnt_0072,usr_0017,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-05-28T00:00:00Z,48,90,full,medium,False,False,,False,False,,,development
+gnt_0073,usr_0018,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,52,90,full,low,False,True,,False,False,,,development
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+gnt_0075,usr_0018,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,38,90,full,low,False,True,,False,False,,,development
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+gnt_0334,usr_0082,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-20T00:00:00Z,24,90,full,medium,False,False,,False,False,,,development
+gnt_0335,usr_0083,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,23,90,full,low,False,False,,False,False,,,development
+gnt_0336,usr_0083,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,70,90,full,low,False,False,,False,False,,,development
+gnt_0337,usr_0083,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,33,90,full,low,False,False,,False,False,,,development
+gnt_0338,usr_0083,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-05-30T00:00:00Z,79,90,full,medium,False,False,,False,False,,,development
+gnt_0339,usr_0084,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,72,90,full,low,False,True,,False,False,,,development
+gnt_0340,usr_0084,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,42,90,full,low,False,True,,False,False,,,development
+gnt_0341,usr_0084,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,27,90,full,low,False,True,,False,False,,,development
+gnt_0342,usr_0084,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-12T00:00:00Z,15,90,full,medium,False,True,,False,False,,,development
+gnt_0343,usr_0085,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,31,90,full,low,False,False,,False,False,,,development
+gnt_0344,usr_0085,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,54,90,full,low,False,False,,False,False,,,development
+gnt_0345,usr_0085,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,46,90,full,low,False,False,,False,False,,,development
+gnt_0346,usr_0085,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,21,90,full,medium,False,False,,False,False,,,development
+gnt_0347,usr_0086,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,85,90,full,low,False,False,,False,False,,,development
+gnt_0348,usr_0086,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,65,90,full,low,False,False,,False,False,,,development
+gnt_0349,usr_0086,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,85,90,full,low,False,False,,False,False,,,development
+gnt_0350,usr_0086,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,53,90,full,medium,False,False,,False,False,,,development
+gnt_0351,usr_0087,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,64,90,full,low,False,False,,False,False,,,development
+gnt_0352,usr_0087,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,61,90,full,low,False,False,,False,False,,,development
+gnt_0353,usr_0087,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,42,90,full,low,False,False,,False,False,,,development
+gnt_0354,usr_0087,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-05-30T00:00:00Z,67,90,full,medium,False,False,,False,False,,,development
+gnt_0355,usr_0088,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,44,90,full,low,False,False,,False,False,,,development
+gnt_0356,usr_0088,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,77,90,full,low,False,False,,False,False,,,development
+gnt_0357,usr_0088,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,75,90,full,low,False,False,,False,False,,,development
+gnt_0358,usr_0088,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-06-26T00:00:00Z,55,90,full,medium,False,False,,False,False,,,development
+gnt_0359,usr_0089,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,58,90,full,low,False,False,,False,False,,,development
+gnt_0360,usr_0089,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,61,90,full,low,False,False,,False,False,,,development
+gnt_0361,usr_0089,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,88,90,full,low,False,False,,False,False,,,development
+gnt_0362,usr_0089,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-06-10T00:00:00Z,79,90,full,medium,False,False,,False,False,,,development
+gnt_0363,usr_0090,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,30,90,full,low,False,True,,False,False,,,development
+gnt_0364,usr_0090,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,84,90,full,low,False,True,,False,False,,,development
+gnt_0365,usr_0090,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,54,90,full,low,False,True,,False,False,,,development
+gnt_0366,usr_0090,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-07T00:00:00Z,16,90,full,medium,False,True,,False,False,,,development
+gnt_0367,usr_0091,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,39,90,full,low,False,False,,False,False,,,development
+gnt_0368,usr_0091,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,34,90,full,low,False,False,,False,False,,,development
+gnt_0369,usr_0091,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,49,90,full,low,False,False,,False,False,,,development
+gnt_0370,usr_0091,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,17,90,full,medium,False,False,,False,False,,,development
+gnt_0371,usr_0091,human,finance,mgr_finance,active,False,role-finance-approver,res-erp-approve,direct,,2025-05-27T00:00:00Z,,2026-06-05T00:00:00Z,17,90,full,high,True,False,finance-payment,False,False,,,development
+gnt_0372,usr_0091,human,finance,mgr_finance,active,False,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,13,90,full,low,False,False,,False,False,,,development
+gnt_0373,usr_0092,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,48,90,full,low,False,False,,False,False,,,development
+gnt_0374,usr_0092,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,80,90,full,low,False,False,,False,False,,,development
+gnt_0375,usr_0092,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,28,90,full,low,False,False,,False,False,,,development
+gnt_0376,usr_0092,human,engineering,mgr_eng,active,False,role-eng-repo-read,res-git-read,direct,,2025-05-27T00:00:00Z,,2026-06-06T00:00:00Z,35,90,full,medium,False,False,,False,False,,,development
+gnt_0377,usr_0093,human,hr,mgr_hr,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,20,90,full,low,False,False,,False,False,,,development
+gnt_0378,usr_0093,human,hr,mgr_hr,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,73,90,full,low,False,False,,False,False,,,development
+gnt_0379,usr_0093,human,hr,mgr_hr,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,53,90,full,low,False,False,,False,False,,,development
+gnt_0380,usr_0093,human,hr,mgr_hr,active,False,role-hr-reader,res-hris-read,direct,,2025-05-27T00:00:00Z,,2026-06-15T00:00:00Z,55,90,full,medium,False,False,,False,False,,,development
+gnt_0381,usr_0093,human,hr,mgr_hr,active,False,role-wiki-editor,res-wiki,direct,,2025-05-27T00:00:00Z,,2026-06-22T00:00:00Z,2,90,full,low,False,False,,False,False,,,development
+gnt_0382,usr_0094,human,sales,mgr_sales,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,68,90,full,low,False,False,,False,False,,,development
+gnt_0383,usr_0094,human,sales,mgr_sales,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,65,90,full,low,False,False,,False,False,,,development
+gnt_0384,usr_0094,human,sales,mgr_sales,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,89,90,full,low,False,False,,False,False,,,development
+gnt_0385,usr_0094,human,sales,mgr_sales,active,False,role-sales-crm,res-crm-records,direct,,2025-05-27T00:00:00Z,,2026-05-30T00:00:00Z,52,90,full,medium,False,False,,False,False,,,development
+gnt_0386,usr_0095,human,operations,mgr_ops,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,22,90,full,low,False,False,,False,False,,,development
+gnt_0387,usr_0095,human,operations,mgr_ops,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,62,90,full,low,False,False,,False,False,,,development
+gnt_0388,usr_0095,human,operations,mgr_ops,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,23,90,full,low,False,False,,False,False,,,development
+gnt_0389,usr_0095,human,operations,mgr_ops,active,False,role-ops-monitor,res-metrics,direct,,2025-05-27T00:00:00Z,,2026-05-29T00:00:00Z,50,90,full,medium,False,False,,False,False,,,development
+gnt_0390,usr_0096,human,contractors,mgr_vendor,active,True,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,31,90,full,low,False,True,,False,False,,,development
+gnt_0391,usr_0096,human,contractors,mgr_vendor,active,True,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,75,90,full,low,False,True,,False,False,,,development
+gnt_0392,usr_0096,human,contractors,mgr_vendor,active,True,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,38,90,full,low,False,True,,False,False,,,development
+gnt_0393,usr_0096,human,contractors,mgr_vendor,active,True,role-contractor-seasonal,res-contractor-portal,direct,,2025-05-27T00:00:00Z,,2026-06-08T00:00:00Z,24,90,full,medium,False,True,,False,False,,,development
+gnt_0394,usr_0097,human,finance,mgr_finance,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,84,90,full,low,False,False,,False,False,,,development
+gnt_0395,usr_0097,human,finance,mgr_finance,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,64,90,full,low,False,False,,False,False,,,development
+gnt_0396,usr_0097,human,finance,mgr_finance,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,24,90,full,low,False,False,,False,False,,,development
+gnt_0397,usr_0097,human,finance,mgr_finance,active,False,role-finance-reader,"res-erp-read,res-ledger-view",direct,,2025-05-27T00:00:00Z,,2026-06-27T00:00:00Z,34,90,full,medium,False,False,,False,False,,,development
+gnt_0398,usr_0098,human,engineering,mgr_eng,active,False,role-employee-base,res-hris-profile,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-13T00:00:00Z,82,90,full,low,False,False,,False,False,,,development
+gnt_0399,usr_0098,human,engineering,mgr_eng,active,False,role-email-user,res-mail-mailbox,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-21T00:00:00Z,26,90,full,low,False,False,,False,False,,,development
+gnt_0400,usr_0098,human,engineering,mgr_eng,active,False,role-vpn-user,res-vpn-gateway,inherited,bundle-staff,2025-05-27T00:00:00Z,,2026-06-17T00:00:00Z,52,90,full,low,False,False,,False,False,,,development
diff --git a/demo/examples/identities.csv b/demo/examples/identities.csv
new file mode 100644
index 0000000000000000000000000000000000000000..63695e37cd807ef16f5a5b9ccaa47e4ed04b567f
--- /dev/null
+++ b/demo/examples/identities.csv
@@ -0,0 +1,181 @@
+identity_id,display_name,identity_type,owner_id,department,status,seasonal,split
+usr_0001,Human 0001,human,mgr_finance,finance,active,False,development
+usr_0002,Human 0002,human,mgr_eng,engineering,active,False,development
+usr_0003,Human 0003,human,mgr_hr,hr,active,False,development
+usr_0004,Human 0004,human,mgr_sales,sales,active,False,development
+usr_0005,Human 0005,human,mgr_ops,operations,active,False,development
+usr_0006,Human 0006,human,mgr_vendor,contractors,active,True,development
+usr_0007,Human 0007,human,mgr_finance,finance,active,False,development
+usr_0008,Human 0008,human,mgr_eng,engineering,active,False,development
+usr_0009,Human 0009,human,mgr_hr,hr,active,False,development
+usr_0010,Human 0010,human,mgr_sales,sales,active,False,development
+usr_0011,Human 0011,human,mgr_ops,operations,active,False,development
+usr_0012,Human 0012,human,mgr_vendor,contractors,active,True,development
+usr_0013,Human 0013,human,mgr_finance,finance,active,False,development
+usr_0014,Human 0014,human,mgr_eng,engineering,active,False,development
+usr_0015,Human 0015,human,mgr_hr,hr,active,False,development
+usr_0016,Human 0016,human,mgr_sales,sales,active,False,development
+usr_0017,Human 0017,human,mgr_ops,operations,active,False,development
+usr_0018,Human 0018,human,mgr_vendor,contractors,active,True,development
+usr_0019,Human 0019,human,mgr_finance,finance,active,False,development
+usr_0020,Human 0020,human,mgr_eng,engineering,active,False,development
+usr_0021,Human 0021,human,mgr_hr,hr,active,False,development
+usr_0022,Human 0022,human,mgr_sales,sales,active,False,development
+usr_0023,Human 0023,human,mgr_ops,operations,active,False,development
+usr_0024,Human 0024,human,mgr_vendor,contractors,active,True,development
+usr_0025,Human 0025,human,mgr_finance,finance,active,False,development
+usr_0026,Human 0026,human,mgr_eng,engineering,active,False,development
+usr_0027,Human 0027,human,mgr_hr,hr,active,False,development
+usr_0028,Human 0028,human,mgr_sales,sales,active,False,development
+usr_0029,Human 0029,human,mgr_ops,operations,active,False,development
+usr_0030,Human 0030,human,mgr_vendor,contractors,active,True,development
+usr_0031,Human 0031,human,mgr_finance,finance,active,False,development
+usr_0032,Human 0032,human,mgr_eng,engineering,active,False,development
+usr_0033,Human 0033,human,mgr_hr,hr,active,False,development
+usr_0034,Human 0034,human,mgr_sales,sales,active,False,development
+usr_0035,Human 0035,human,mgr_ops,operations,active,False,development
+usr_0036,Human 0036,human,mgr_vendor,contractors,active,True,development
+usr_0037,Human 0037,human,mgr_finance,finance,active,False,development
+usr_0038,Human 0038,human,mgr_eng,engineering,active,False,development
+usr_0039,Human 0039,human,mgr_hr,hr,active,False,development
+usr_0040,Human 0040,human,mgr_sales,sales,active,False,development
+usr_0041,Human 0041,human,mgr_finance,finance,active,False,development
+usr_0042,Human 0042,human,mgr_finance,finance,active,True,development
+usr_0043,Human 0043,human,,sales,active,False,development
+usr_0044,Human 0044,human,mgr_eng,engineering,active,False,development
+usr_0045,Human 0045,human,mgr_hr,hr,active,False,development
+usr_0046,Human 0046,human,mgr_sales,sales,active,False,development
+usr_0047,Human 0047,human,mgr_ops,operations,active,False,development
+usr_0048,Human 0048,human,mgr_vendor,contractors,active,True,development
+usr_0049,Human 0049,human,mgr_finance,finance,active,False,development
+usr_0050,Human 0050,human,mgr_sales,sales,active,False,development
+usr_0051,Human 0051,human,mgr_hr,hr,active,False,development
+usr_0052,Human 0052,human,mgr_sales,sales,active,False,development
+usr_0053,Human 0053,human,mgr_ops,operations,active,False,development
+usr_0054,Human 0054,human,mgr_vendor,contractors,active,True,development
+usr_0055,Human 0055,human,mgr_finance,finance,active,False,development
+usr_0056,Human 0056,human,mgr_eng,engineering,active,False,development
+usr_0057,Human 0057,human,mgr_hr,hr,active,False,development
+usr_0058,Human 0058,human,mgr_sales,sales,active,False,development
+usr_0059,Human 0059,human,mgr_ops,operations,active,False,development
+usr_0060,Human 0060,human,mgr_hr,hr,active,True,development
+usr_0061,Human 0061,human,mgr_finance,finance,active,False,development
+usr_0062,Human 0062,human,mgr_eng,engineering,active,False,development
+usr_0063,Human 0063,human,mgr_hr,hr,active,False,development
+usr_0064,Human 0064,human,mgr_sales,sales,active,False,development
+usr_0065,Human 0065,human,mgr_ops,operations,active,False,development
+usr_0066,Human 0066,human,mgr_vendor,contractors,active,True,development
+usr_0067,Human 0067,human,mgr_finance,finance,active,False,development
+usr_0068,Human 0068,human,mgr_eng,engineering,active,False,development
+usr_0069,Human 0069,human,mgr_hr,hr,active,False,development
+usr_0070,Human 0070,human,mgr_sales,sales,active,False,development
+usr_0071,Human 0071,human,mgr_ops,operations,active,False,development
+usr_0072,Human 0072,human,mgr_vendor,contractors,active,True,development
+usr_0073,Human 0073,human,mgr_finance,finance,active,False,development
+usr_0074,Human 0074,human,mgr_eng,engineering,active,False,development
+usr_0075,Human 0075,human,mgr_hr,hr,active,False,development
+usr_0076,Human 0076,human,mgr_sales,sales,active,False,development
+usr_0077,Human 0077,human,mgr_ops,operations,active,False,development
+usr_0078,Human 0078,human,mgr_vendor,contractors,active,True,development
+usr_0079,Human 0079,human,mgr_finance,finance,active,False,development
+usr_0080,Human 0080,human,mgr_vendor,contractors,active,True,development
+usr_0081,Human 0081,human,mgr_hr,hr,active,False,development
+usr_0082,Human 0082,human,mgr_sales,sales,active,False,development
+usr_0083,Human 0083,human,mgr_ops,operations,active,False,development
+usr_0084,Human 0084,human,mgr_vendor,contractors,active,True,development
+usr_0085,Human 0085,human,mgr_finance,finance,active,False,development
+usr_0086,Human 0086,human,mgr_eng,engineering,active,False,development
+usr_0087,Human 0087,human,mgr_hr,hr,active,False,development
+usr_0088,Human 0088,human,mgr_sales,sales,active,False,development
+usr_0089,Human 0089,human,mgr_ops,operations,active,False,development
+usr_0090,Human 0090,human,mgr_vendor,contractors,active,True,development
+usr_0091,Human 0091,human,mgr_finance,finance,active,False,development
+usr_0092,Human 0092,human,mgr_eng,engineering,active,False,development
+usr_0093,Human 0093,human,mgr_hr,hr,active,False,development
+usr_0094,Human 0094,human,mgr_sales,sales,active,False,development
+usr_0095,Human 0095,human,mgr_ops,operations,active,False,development
+usr_0096,Human 0096,human,mgr_vendor,contractors,active,True,development
+usr_0097,Human 0097,human,mgr_finance,finance,active,False,development
+usr_0098,Human 0098,human,mgr_eng,engineering,active,False,development
+usr_0099,Human 0099,human,mgr_hr,hr,active,False,development
+usr_0100,Human 0100,human,mgr_sales,sales,active,False,development
+usr_0101,Human 0101,human,mgr_ops,operations,active,False,test
+usr_0102,Human 0102,human,mgr_vendor,contractors,active,True,test
+usr_0103,Human 0103,human,mgr_finance,finance,active,False,test
+usr_0104,Human 0104,human,mgr_eng,engineering,active,False,test
+usr_0105,Human 0105,human,mgr_hr,hr,active,False,test
+usr_0106,Human 0106,human,mgr_sales,sales,active,False,test
+usr_0107,Human 0107,human,mgr_ops,operations,active,False,test
+usr_0108,Human 0108,human,mgr_vendor,contractors,active,True,test
+usr_0109,Human 0109,human,mgr_finance,finance,active,False,test
+usr_0110,Human 0110,human,mgr_eng,engineering,active,False,test
+usr_0111,Human 0111,human,mgr_hr,hr,active,False,test
+usr_0112,Human 0112,human,mgr_sales,sales,active,False,test
+usr_0113,Human 0113,human,mgr_ops,operations,active,False,test
+usr_0114,Human 0114,human,mgr_vendor,contractors,active,True,test
+usr_0115,Human 0115,human,mgr_finance,finance,active,False,test
+usr_0116,Human 0116,human,mgr_eng,engineering,active,False,test
+usr_0117,Human 0117,human,mgr_hr,hr,active,False,test
+usr_0118,Human 0118,human,mgr_sales,sales,active,False,test
+usr_0119,Human 0119,human,mgr_ops,operations,active,False,test
+usr_0120,Human 0120,human,mgr_vendor,contractors,active,True,test
+usr_0121,Human 0121,human,mgr_finance,finance,active,False,test
+usr_0122,Human 0122,human,mgr_finance,finance,active,False,test
+usr_0123,Human 0123,human,,engineering,active,False,test
+usr_0124,Human 0124,human,mgr_sales,sales,active,False,test
+usr_0125,Human 0125,human,,sales,departed,False,test
+usr_0126,Human 0126,human,mgr_eng,engineering,active,True,test
+usr_0127,Human 0127,human,mgr_vendor,contractors,active,True,test
+usr_0128,Human 0128,human,mgr_ops,operations,active,False,test
+usr_0129,Human 0129,human,mgr_hr,hr,active,False,test
+usr_0130,Human 0130,human,mgr_sales,sales,active,False,test
+usr_0131,Human 0131,human,mgr_ops,operations,active,False,test
+usr_0132,Human 0132,human,mgr_vendor,contractors,active,True,test
+usr_0133,Human 0133,human,mgr_finance,finance,active,False,test
+usr_0134,Human 0134,human,mgr_eng,engineering,active,False,test
+usr_0135,Human 0135,human,mgr_hr,hr,active,False,test
+usr_0136,Human 0136,human,mgr_sales,sales,active,False,test
+usr_0137,Human 0137,human,mgr_ops,operations,active,False,test
+usr_0138,Human 0138,human,mgr_vendor,contractors,active,True,test
+usr_0139,Human 0139,human,mgr_finance,finance,active,False,test
+usr_0140,Human 0140,human,mgr_eng,engineering,active,False,test
+usr_0141,Human 0141,human,mgr_hr,hr,active,False,test
+usr_0142,Human 0142,human,mgr_sales,sales,active,False,test
+usr_0143,Human 0143,human,mgr_ops,operations,active,False,test
+usr_0144,Human 0144,human,mgr_vendor,contractors,active,True,test
+usr_0145,Human 0145,human,mgr_finance,finance,active,False,test
+usr_0146,Human 0146,human,mgr_eng,engineering,active,False,test
+usr_0147,Human 0147,human,mgr_hr,hr,active,False,test
+usr_0148,Human 0148,human,mgr_sales,sales,active,False,test
+usr_0149,Human 0149,human,mgr_ops,operations,active,False,test
+usr_0150,Human 0150,human,mgr_vendor,contractors,active,True,test
+svc_0001,Service 0001,service,mgr_ops,operations,active,False,development
+svc_0002,Service 0002,service,mgr_ops,operations,active,False,development
+svc_0003,Service 0003,service,mgr_ops,operations,active,False,development
+svc_0004,Service 0004,service,mgr_ops,operations,active,False,development
+svc_0005,Service 0005,service,mgr_ops,operations,active,False,development
+svc_0006,Service 0006,service,mgr_ops,operations,active,False,development
+svc_0007,Service 0007,service,mgr_ops,operations,active,False,development
+svc_0008,Service 0008,service,mgr_ops,operations,active,False,development
+svc_0009,Service 0009,service,mgr_ops,operations,active,False,development
+svc_0010,Service 0010,service,mgr_ops,operations,active,False,development
+svc_0011,Service 0011,service,mgr_ops,operations,active,False,test
+svc_0012,Service 0012,service,mgr_ops,operations,active,False,test
+svc_0013,Service 0013,service,mgr_ops,operations,active,False,test
+svc_0014,Service 0014,service,mgr_ops,operations,active,False,test
+svc_0015,Service 0015,service,mgr_ops,operations,active,False,test
+svc_0016,Service 0016,service,mgr_ops,operations,active,False,test
+svc_0017,Service 0017,service,mgr_ops,operations,active,False,test
+svc_0018,Service 0018,service,mgr_ops,operations,active,False,test
+svc_0019,Service 0019,service,mgr_ops,operations,active,False,test
+svc_0020,Service 0020,service,mgr_ops,operations,active,False,test
+brk_0001,Break glass 0001,break_glass,mgr_iam,operations,active,False,development
+brk_0002,Break glass 0002,break_glass,mgr_iam,operations,active,False,development
+brk_0003,Break glass 0003,break_glass,mgr_iam,operations,active,False,development
+brk_0004,Break glass 0004,break_glass,mgr_iam,operations,active,False,development
+brk_0005,Break glass 0005,break_glass,mgr_iam,operations,active,False,development
+brk_0006,Break glass 0006,break_glass,mgr_iam,operations,active,False,test
+brk_0007,Break glass 0007,break_glass,mgr_iam,operations,active,False,test
+brk_0008,Break glass 0008,break_glass,mgr_iam,operations,active,False,test
+brk_0009,Break glass 0009,break_glass,mgr_iam,operations,active,False,test
+brk_0010,Break glass 0010,break_glass,mgr_iam,operations,active,False,test
diff --git a/demo/examples/policies.json b/demo/examples/policies.json
new file mode 100644
index 0000000000000000000000000000000000000000..b3e252d8242cd75e0fc7d515f8a4bea0a0d5ec1f
--- /dev/null
+++ b/demo/examples/policies.json
@@ -0,0 +1,47 @@
+[
+  {
+    "policy_id":"POL-LP-01",
+    "title":"Least privilege",
+    "text":"A grant is a standing entitlement, not a personality inference. Privileged or high-sensitivity roles that a peer in the same department and identity type does not hold are review candidates. Employee performance and personal traits are out of scope. Do not revoke from this review; ask the owner to attest or reduce the grant."
+  },
+  {
+    "policy_id":"POL-SOD-01",
+    "title":"Finance segregation of duties",
+    "text":"role-finance-approver and role-finance-payer form a defined SoD pair. One human identity must not hold both. Service and break-glass identities are reviewed under their own policies, not this pair. A SoD finding cites both grant_id values."
+  },
+  {
+    "policy_id":"POL-UNUSED-01",
+    "title":"Unused access in the review window",
+    "text":"A privileged or high-sensitivity grant with full usage-log coverage and no observed use in the unused-days window is a human review item. Unused is not the same as unneeded. Partial or missing logs make unused status unknown."
+  },
+  {
+    "policy_id":"POL-COV-01",
+    "title":"Usage log coverage",
+    "text":"If usage_log_coverage is none or partial, missing last_used_at is insufficient evidence. Do not treat an incomplete telemetry window as proof the identity does not need the grant."
+  },
+  {
+    "policy_id":"POL-BG-01",
+    "title":"Break-glass accounts",
+    "text":"Break-glass roles are expected to stay unused. Long idle time is context, not a revoke suggestion. Confirm the owner and the emergency procedure instead of removing the grant."
+  },
+  {
+    "policy_id":"POL-SVC-01",
+    "title":"Service accounts",
+    "text":"Service identities may run on a schedule longer than ninety days. Idle human unused rules do not apply. Review ownership and the intended job, not last_used_at alone."
+  },
+  {
+    "policy_id":"POL-SEASON-01",
+    "title":"Seasonal and contractor roles",
+    "text":"Seasonal contractor roles are idle off-season by design. Flag them as context so an auditor can confirm the season window. Do not treat off-season idle time as excess standing access."
+  },
+  {
+    "policy_id":"POL-OWN-01",
+    "title":"Ownership and orphan grants",
+    "text":"Every standing grant needs an owner identity. Ownerless human grants and departed identities that still hold high-sensitivity roles are review items. The finding must keep the grant_id."
+  },
+  {
+    "policy_id":"POL-INH-01",
+    "title":"Inherited versus direct grants",
+    "text":"Inherited base staff roles are shown separately from direct grants. Unused inherited employee-base, email, or vpn membership is context for the bundle, not a surgical revoke."
+  }
+]
\ No newline at end of file
diff --git a/demo/examples/policies.md b/demo/examples/policies.md
new file mode 100644
index 0000000000000000000000000000000000000000..9b056b56b419ea31ff7ff697c542365be20a6c90
--- /dev/null
+++ b/demo/examples/policies.md
@@ -0,0 +1,35 @@
+## POL-LP-01 — Least privilege
+
+A grant is a standing entitlement, not a personality inference. Privileged or high-sensitivity roles that a peer in the same department and identity type does not hold are review candidates. Employee performance and personal traits are out of scope. Do not revoke from this review; ask the owner to attest or reduce the grant.
+
+## POL-SOD-01 — Finance segregation of duties
+
+role-finance-approver and role-finance-payer form a defined SoD pair. One human identity must not hold both. Service and break-glass identities are reviewed under their own policies, not this pair. A SoD finding cites both grant_id values.
+
+## POL-UNUSED-01 — Unused access in the review window
+
+A privileged or high-sensitivity grant with full usage-log coverage and no observed use in the unused-days window is a human review item. Unused is not the same as unneeded. Partial or missing logs make unused status unknown.
+
+## POL-COV-01 — Usage log coverage
+
+If usage_log_coverage is none or partial, missing last_used_at is insufficient evidence. Do not treat an incomplete telemetry window as proof the identity does not need the grant.
+
+## POL-BG-01 — Break-glass accounts
+
+Break-glass roles are expected to stay unused. Long idle time is context, not a revoke suggestion. Confirm the owner and the emergency procedure instead of removing the grant.
+
+## POL-SVC-01 — Service accounts
+
+Service identities may run on a schedule longer than ninety days. Idle human unused rules do not apply. Review ownership and the intended job, not last_used_at alone.
+
+## POL-SEASON-01 — Seasonal and contractor roles
+
+Seasonal contractor roles are idle off-season by design. Flag them as context so an auditor can confirm the season window. Do not treat off-season idle time as excess standing access.
+
+## POL-OWN-01 — Ownership and orphan grants
+
+Every standing grant needs an owner identity. Ownerless human grants and departed identities that still hold high-sensitivity roles are review items. The finding must keep the grant_id.
+
+## POL-INH-01 — Inherited versus direct grants
+
+Inherited base staff roles are shown separately from direct grants. Unused inherited employee-base, email, or vpn membership is context for the bundle, not a surgical revoke.
\ No newline at end of file
diff --git a/demo/examples/protocol.md b/demo/examples/protocol.md
new file mode 100644
index 0000000000000000000000000000000000000000..33ad0b9c187334182efa00a741cc4be901011c3f
--- /dev/null
+++ b/demo/examples/protocol.md
@@ -0,0 +1,3 @@
+# AriaAccessReview laboratory protocol
+
+Seed 15. Synthetic IAM snapshot as of 2026-07-01T00:00:00Z. 180 identities, 28 roles, 45 resources. Unused privileged grants with full logs, SoD, ownerless, orphan, and peer-excess are review labels. Break-glass, service, seasonal, inherited base, and missing coverage are not revoke labels. This demo never revokes a grant.
diff --git a/demo/examples/resources.csv b/demo/examples/resources.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24125bf0a176e225d23feec65fbe6cbfac240300
--- /dev/null
+++ b/demo/examples/resources.csv
@@ -0,0 +1,30 @@
+resource_id,name,system,owner_id,sensitivity,role_id
+res-hris-profile,hris profile,hris,mgr_iam,low,role-employee-base
+res-mail-mailbox,mail mailbox,mail,mgr_iam,low,role-email-user
+res-vpn-gateway,vpn gateway,vpn,mgr_iam,low,role-vpn-user
+res-erp-read,erp read,erp,mgr_iam,medium,role-finance-reader
+res-ledger-view,ledger view,ledger,mgr_iam,medium,role-finance-reader
+res-erp-approve,erp approve,erp,mgr_iam,high,role-finance-approver
+res-erp-pay,erp pay,erp,mgr_iam,high,role-finance-payer
+res-hris-read,hris read,hris,mgr_iam,medium,role-hr-reader
+res-hris-admin,hris admin,hris,mgr_iam,high,role-hr-admin
+res-git-read,git read,git,mgr_iam,medium,role-eng-repo-read
+res-k8s-prod,k8s prod,k8s,mgr_iam,high,role-eng-prod-deploy
+res-git-admin,git admin,git,mgr_iam,high,role-eng-admin
+res-crm-records,crm records,crm,mgr_iam,medium,role-sales-crm
+res-crm-admin,crm admin,crm,mgr_iam,high,role-sales-admin
+res-metrics,metrics,metrics,mgr_iam,medium,role-ops-monitor
+res-pager,pager,pager,mgr_iam,high,role-ops-admin
+res-contractor-portal,contractor portal,contractor,mgr_iam,medium,role-contractor-seasonal
+res-root-console,root console,root,mgr_iam,critical,role-break-glass-admin
+res-backup-vault,backup vault,backup,mgr_iam,medium,role-svc-backup
+res-ci-runner,ci runner,ci,mgr_iam,medium,role-svc-ci
+res-payroll-bucket,payroll bucket,payroll,mgr_iam,critical,role-payroll-export
+res-idp-admin,idp admin,idp,mgr_iam,critical,role-iam-admin
+res-siem-read,siem read,siem,mgr_iam,high,role-audit-reader
+res-wiki,wiki,wiki,mgr_iam,low,role-wiki-editor
+res-crm-pii,crm pii,crm,mgr_iam,high,role-customer-pii
+res-billing,billing,billing,mgr_iam,high,role-billing-write
+res-legal-vault,legal vault,legal,mgr_iam,high,role-legal-hold
+res-warehouse,warehouse,warehouse,mgr_iam,medium,role-data-warehouse
+res-okta-apps,okta apps,okta,mgr_iam,high,role-okta-app-admin
diff --git a/demo/examples/roles.csv b/demo/examples/roles.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c326abff6ac731b25dff2c92a00c00620d90dbd
--- /dev/null
+++ b/demo/examples/roles.csv
@@ -0,0 +1,29 @@
+role_id,name,description,owner_id,sensitivity,privileged,seasonal,sod_group,break_glass,service
+role-employee-base,Employee base,Employee base,mgr_iam,low,False,False,,False,False
+role-email-user,Email user,Email user,mgr_iam,low,False,False,,False,False
+role-vpn-user,VPN user,VPN user,mgr_iam,low,False,False,,False,False
+role-finance-reader,Finance reader,Finance reader,mgr_iam,medium,False,False,,False,False
+role-finance-approver,Finance approver,Finance approver,mgr_iam,high,True,False,finance-payment,False,False
+role-finance-payer,Finance payer,Finance payer,mgr_iam,high,True,False,finance-payment,False,False
+role-hr-reader,HR reader,HR reader,mgr_iam,medium,False,False,,False,False
+role-hr-admin,HR admin,HR admin,mgr_iam,high,True,False,,False,False
+role-eng-repo-read,Repo read,Repo read,mgr_iam,medium,False,False,,False,False
+role-eng-prod-deploy,Prod deploy,Prod deploy,mgr_iam,high,True,False,,False,False
+role-eng-admin,Eng admin,Eng admin,mgr_iam,high,True,False,,False,False
+role-sales-crm,Sales CRM,Sales CRM,mgr_iam,medium,False,False,,False,False
+role-sales-admin,Sales admin,Sales admin,mgr_iam,high,True,False,,False,False
+role-ops-monitor,Ops monitor,Ops monitor,mgr_iam,medium,False,False,,False,False
+role-ops-admin,Ops admin,Ops admin,mgr_iam,high,True,False,,False,False
+role-contractor-seasonal,Seasonal contractor,Seasonal contractor,mgr_iam,medium,False,True,,False,False
+role-break-glass-admin,Break-glass admin,Break-glass admin,mgr_iam,critical,True,False,,True,False
+role-svc-backup,Backup job,Backup job,mgr_iam,medium,False,False,,False,True
+role-svc-ci,CI deploy job,CI deploy job,mgr_iam,medium,False,False,,False,True
+role-payroll-export,Payroll export,Payroll export,mgr_iam,critical,True,False,,False,False
+role-iam-admin,IAM admin,IAM admin,mgr_iam,critical,True,False,,False,False
+role-audit-reader,Audit reader,Audit reader,mgr_iam,high,False,False,,False,False
+role-wiki-editor,Wiki editor,Wiki editor,mgr_iam,low,False,False,,False,False
+role-customer-pii,Customer PII,Customer PII,mgr_iam,high,False,False,,False,False
+role-billing-write,Billing write,Billing write,mgr_iam,high,True,False,,False,False
+role-legal-hold,Legal hold,Legal hold,mgr_iam,high,False,False,,False,False
+role-data-warehouse,Warehouse reader,Warehouse reader,mgr_iam,medium,False,False,,False,False
+role-okta-app-admin,App admin,App admin,mgr_iam,high,True,False,,False,False
diff --git a/demo/examples/sample_preview.json b/demo/examples/sample_preview.json
new file mode 100644
index 0000000000000000000000000000000000000000..6090f655e3670ae383e30cb66bdba55ae4334a47
--- /dev/null
+++ b/demo/examples/sample_preview.json
@@ -0,0 +1,29 @@
+{
+  "run_id": "ariaar-ec4def74f943f1d2",
+  "status": "ready",
+  "status_label": "Grants ready for review \u00b7 Live graph, SoD, peer comparison, and policy BM25",
+  "kpis": {
+    "n_raw": 658,
+    "n_valid": 658,
+    "n_dropped": 0,
+    "n_grants": 658,
+    "n_identities": 180,
+    "n_security_review": 15,
+    "n_context": 15,
+    "n_insufficient": 2,
+    "n_sod": 4,
+    "n_ownerless": 3,
+    "parse_coverage": 1.0,
+    "event_recall": 1.0,
+    "precision": 0.8571,
+    "precision_at_k": 0.8571,
+    "protected_as_security": 0,
+    "seconds": 1.385,
+    "threshold": 90.0,
+    "model_names": "rules+peer+policy-bm25",
+    "review_capacity": 12
+  },
+  "kpi_html": "<div class='kpi-grid'><article class='kpi-card'><p class='kpi-label'>Needs access review</p><p class='kpi-value'>15</p><p class='kpi-sub'>15 context grants</p></article><article class='kpi-card'><p class='kpi-label'>Parse coverage</p><p class='kpi-value'>100%</p><p class='kpi-sub'>658/658</p></article><article class='kpi-card'><p class='kpi-label'>Incomplete rows</p><p class='kpi-value'>0</p><p class='kpi-sub'>missing identity/role</p></article><article class='kpi-card'><p class='kpi-label'>Test event recall</p><p class='kpi-value'>100%</p><p class='kpi-sub'>unused-90d baseline: 0.2</p></article><article class='kpi-card'><p class='kpi-label'>Precision @ 12</p><p class='kpi-value'>86%</p><p class='kpi-sub'>held-out review capacity</p></article><article class='kpi-card'><p class='kpi-label'>Protected as review</p><p class='kpi-value'>0</p><p class='kpi-sub'>break-glass / service / seasonal</p></article><article class='kpi-card'><p class='kpi-label'>Analyze time</p><p class='kpi-value'>1.4s</p><p class='kpi-sub'>T=90</p></article></div>",
+  "validation_ok": true,
+  "precomputed": true
+}
\ No newline at end of file
diff --git a/demo/examples/schema.json b/demo/examples/schema.json
new file mode 100644
index 0000000000000000000000000000000000000000..44afbf297a6f272101b2e84be9edee8576acb94b
--- /dev/null
+++ b/demo/examples/schema.json
@@ -0,0 +1,22 @@
+{
+  "schema_id": "ariaaccess.grant_review.v1",
+  "as_of": "2026-07-01T00:00:00Z",
+  "required_grant_fields": [
+    "identity_id",
+    "role_id"
+  ],
+  "identity_types": [
+    "human",
+    "service",
+    "break_glass"
+  ],
+  "grant_kinds": [
+    "direct",
+    "inherited"
+  ],
+  "coverage": [
+    "full",
+    "partial",
+    "none"
+  ]
+}
\ No newline at end of file
diff --git a/demo/examples/splits.json b/demo/examples/splits.json
new file mode 100644
index 0000000000000000000000000000000000000000..b570b95e1d86294b127fdd3236be4faea46222ee
--- /dev/null
+++ b/demo/examples/splits.json
@@ -0,0 +1,5 @@
+{
+  "development": "identities usr_0001-usr_0100, svc_0001-svc_0010, brk_0001-brk_0005",
+  "test": "identities usr_0101-usr_0150, svc_0011-svc_0020, brk_0006-brk_0010",
+  "note": "Gold cases stay with their identity. Peer comparison uses the same department and identity type."
+}
\ No newline at end of file
diff --git a/demo/requirements.txt b/demo/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..16c99cc18c1514fad02230d716a28eef92ddcff6
--- /dev/null
+++ b/demo/requirements.txt
@@ -0,0 +1,6 @@
+pandas>=2.2.0,<3
+pydantic>=2.6.0,<3
+plotly>=5.24.0,<7
+numpy>=1.26.0,<3
+networkx>=3.2,<4
+scikit-learn>=1.4.0,<2
diff --git a/demo/src/__init__.py b/demo/src/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..cd7da339a5fe5e1de16a6e3650388faf7e54ff2b
--- /dev/null
+++ b/demo/src/__init__.py
@@ -0,0 +1 @@
+"""AriaAccessReview — least-privilege and unused-grant review for IAM auditors."""
diff --git a/demo/src/detectors.py b/demo/src/detectors.py
new file mode 100644
index 0000000000000000000000000000000000000000..6fc4cd77b4bd36cc1846ad4fc990dfc502c0cff5
--- /dev/null
+++ b/demo/src/detectors.py
@@ -0,0 +1,216 @@
+from __future__ import annotations
+
+from typing import Any
+
+import pandas as pd
+
+from src.domain import (
+    AlertClass,
+    Confidence,
+    Method,
+    Severity,
+    Tag,
+    Workflow,
+)
+from src.retrieval import policies_for_tag
+
+
+def _high_value(row: pd.Series) -> bool:
+    return bool(row.get("privileged")) or int(row.get("sensitivity_rank") or 0) >= 3
+
+
+def _days_value(row: pd.Series) -> float | None:
+    days = row.get("days_unused")
+    if days is None or (isinstance(days, float) and pd.isna(days)):
+        return None
+    return float(days)
+
+
+def _unused(row: pd.Series, unused_days: float) -> bool:
+    days = _days_value(row)
+    return days is not None and days >= float(unused_days)
+
+
+def _unknown_unused(row: pd.Series) -> bool:
+    coverage = str(row.get("usage_log_coverage") or "full")
+    return _days_value(row) is None and coverage in {"none", "partial"}
+
+
+def classify_row(row: pd.Series, unused_days: float) -> dict[str, Any]:
+    methods: list[str] = []
+    unused = _unused(row, unused_days)
+    unknown = _unknown_unused(row)
+    coverage = str(row.get("usage_log_coverage") or "full")
+    break_glass = bool(row.get("is_break_glass"))
+    service = bool(row.get("is_service"))
+    seasonal = bool(row.get("is_seasonal"))
+    inherited_base = bool(row.get("is_inherited")) and bool(row.get("is_base_role"))
+    ownerless = not bool(row.get("has_owner")) and str(row.get("identity_type") or "") == "human"
+    orphan = str(row.get("status") or "") == "departed"
+    sod = int(row.get("sod_conflict") or 0) == 1
+    peer = int(row.get("extra_privileged") or 0) >= 1 and str(row.get("identity_type") or "") == "human"
+
+    tag = Tag.NONE
+    alert = AlertClass.NONE
+    severity = Severity.LOW
+    confidence = Confidence.LOW
+    workflow = Workflow.CLEAR
+    score = 0.0
+
+    if sod:
+        tag, alert, severity, confidence, workflow, score = (
+            Tag.SOD,
+            AlertClass.SECURITY_REVIEW,
+            Severity.HIGH,
+            Confidence.HIGH,
+            Workflow.NEEDS_REVIEW,
+            5.0,
+        )
+        methods.append(Method.SOD_ONLY.value)
+    elif orphan and _high_value(row):
+        tag, alert, severity, confidence, workflow, score = (
+            Tag.ORPHAN,
+            AlertClass.SECURITY_REVIEW,
+            Severity.HIGH,
+            Confidence.HIGH,
+            Workflow.NEEDS_REVIEW,
+            4.6,
+        )
+        methods.append(Method.OWNERLESS_ONLY.value)
+    elif ownerless and _high_value(row):
+        tag, alert, severity, confidence, workflow, score = (
+            Tag.OWNERLESS,
+            AlertClass.SECURITY_REVIEW,
+            Severity.HIGH,
+            Confidence.MEDIUM,
+            Workflow.NEEDS_REVIEW,
+            4.2,
+        )
+        methods.append(Method.OWNERLESS_ONLY.value)
+    elif unused and break_glass:
+        tag, alert, severity, confidence, workflow, score = (
+            Tag.BREAK_GLASS,
+            AlertClass.CONTEXT,
+            Severity.LOW,
+            Confidence.HIGH,
+            Workflow.CONTEXT_ONLY,
+            1.0,
+        )
+        methods.append(Method.UNUSED_90D.value)
+    elif unused and service:
+        tag, alert, severity, confidence, workflow, score = (
+            Tag.SERVICE,
+            AlertClass.CONTEXT,
+            Severity.LOW,
+            Confidence.HIGH,
+            Workflow.CONTEXT_ONLY,
+            1.0,
+        )
+        methods.append(Method.UNUSED_90D.value)
+    elif unused and seasonal:
+        tag, alert, severity, confidence, workflow, score = (
+            Tag.SEASONAL,
+            AlertClass.CONTEXT,
+            Severity.LOW,
+            Confidence.MEDIUM,
+            Workflow.CONTEXT_ONLY,
+            1.2,
+        )
+        methods.append(Method.UNUSED_90D.value)
+    elif unused and inherited_base:
+        tag, alert, severity, confidence, workflow, score = (
+            Tag.INHERITED,
+            AlertClass.CONTEXT,
+            Severity.LOW,
+            Confidence.MEDIUM,
+            Workflow.CONTEXT_ONLY,
+            1.1,
+        )
+        methods.append(Method.UNUSED_90D.value)
+    elif (unused or unknown) and coverage in {"none", "partial"} and _high_value(row):
+        tag, alert, severity, confidence, workflow, score = (
+            Tag.COVERAGE,
+            AlertClass.INSUFFICIENT,
+            Severity.MEDIUM,
+            Confidence.LOW,
+            Workflow.INSUFFICIENT,
+            2.0,
+        )
+        methods.append(Method.UNUSED_90D.value)
+    elif unused and coverage == "full" and _high_value(row):
+        tag, alert, severity, confidence, workflow, score = (
+            Tag.UNUSED,
+            AlertClass.SECURITY_REVIEW,
+            Severity.HIGH if bool(row.get("privileged")) else Severity.MEDIUM,
+            Confidence.MEDIUM,
+            Workflow.NEEDS_REVIEW,
+            4.0,
+        )
+        methods.append(Method.UNUSED_90D.value)
+    elif peer:
+        tag, alert, severity, confidence, workflow, score = (
+            Tag.PEER,
+            AlertClass.SECURITY_REVIEW,
+            Severity.MEDIUM,
+            Confidence.MEDIUM,
+            Workflow.NEEDS_REVIEW,
+            3.6,
+        )
+        methods.append(Method.PEER_JACCARD.value)
+    elif unknown:
+        tag, alert, severity, confidence, workflow, score = (
+            Tag.COVERAGE,
+            AlertClass.INSUFFICIENT,
+            Severity.LOW,
+            Confidence.LOW,
+            Workflow.INSUFFICIENT,
+            1.4,
+        )
+        methods.append(Method.UNUSED_90D.value)
+
+    if methods:
+        methods.append(Method.RULES.value)
+        methods.append(Method.ARIAACCESS.value)
+    citations = policies_for_tag(tag.value, f"{row.get('role_id')} {row.get('identity_type')} {coverage}")
+    return {
+        "tag": tag.value,
+        "alert_class": alert.value,
+        "severity": severity.value,
+        "confidence": confidence.value,
+        "workflow": workflow.value,
+        "methods_fired": methods,
+        "review_score": score,
+        "policy_ids": [item.policy_id for item in citations],
+        "citations": [item.model_dump() for item in citations],
+    }
+
+
+def apply_detectors(grants: pd.DataFrame, unused_days: float = 90.0) -> pd.DataFrame:
+    if grants.empty:
+        return grants
+    scored = grants.copy()
+    applied = [classify_row(pd.Series(row), unused_days) for row in scored.to_dict(orient="records")]
+    extra = pd.DataFrame(applied)
+    for column in extra.columns:
+        scored[column] = extra[column].to_numpy()
+    scored["finding_id"] = [f"fnd_{grant_id}" for grant_id in scored["grant_id"].astype(str)]
+    return scored
+
+
+def method_flags(grants: pd.DataFrame, method: str, unused_days: float) -> pd.Series:
+    if grants.empty:
+        return pd.Series(dtype=bool)
+    unused = grants["days_unused"].isna() | (grants["days_unused"].fillna(-1) >= float(unused_days))
+    if method == Method.UNUSED_90D.value:
+        return unused.fillna(False)
+    if method == Method.SOD_ONLY.value:
+        return grants["sod_conflict"].fillna(0).astype(int).eq(1)
+    if method == Method.OWNERLESS_ONLY.value:
+        return grants["has_owner"].fillna(0).astype(float).eq(0) & grants["identity_type"].eq("human")
+    if method == Method.PEER_JACCARD.value:
+        return grants["extra_privileged"].fillna(0).astype(int).ge(1) & grants["identity_type"].eq("human")
+    if method == Method.RULES.value:
+        return grants["alert_class"].isin({AlertClass.SECURITY_REVIEW.value, AlertClass.INSUFFICIENT.value})
+    if method == Method.ARIAACCESS.value:
+        return grants["alert_class"].eq(AlertClass.SECURITY_REVIEW.value)
+    return pd.Series(False, index=grants.index)
diff --git a/demo/src/domain.py b/demo/src/domain.py
new file mode 100644
index 0000000000000000000000000000000000000000..c7e49cc23ffefa5da3db47245b5639a19a0c692b
--- /dev/null
+++ b/demo/src/domain.py
@@ -0,0 +1,176 @@
+from __future__ import annotations
+
+from enum import Enum
+
+PRODUCT = "AriaAccessReview"
+CODE_VERSION = "1.0.0"
+SCHEMA_ID = "ariaaccess.grant_review.v1"
+SNAPSHOT_ID = "lab-access-2026-07-01"
+DEFAULT_SEED = 15
+MAX_IDENTITIES = 200
+MAX_ROLES = 30
+MAX_RESOURCES = 50
+MAX_GRANTS = 8_000
+MAX_BYTES = 10 * 1024 * 1024
+MAX_UI_ROWS = 400
+MIN_VALID_GRANTS = 40
+DEFAULT_UNUSED_DAYS = 90
+REVIEW_CAPACITY = 12
+AS_OF_ISO = "2026-07-01T00:00:00Z"
+USAGE_WINDOW_DAYS = 90
+
+REQUIRED_GRANT_FIELDS = ("identity_id", "role_id")
+ID_FIELDS = ("grant_id", "identity_id", "role_id", "resource_id", "owner_id")
+
+
+class Split(str, Enum):
+    DEVELOPMENT = "development"
+    TEST = "test"
+
+
+class Method(str, Enum):
+    UNUSED_90D = "unused_90d"
+    SOD_ONLY = "sod_only"
+    OWNERLESS_ONLY = "ownerless_only"
+    RULES = "rules"
+    PEER_JACCARD = "peer_jaccard"
+    ARIAACCESS = "ariaaccessreview"
+
+
+class IdentityType(str, Enum):
+    HUMAN = "human"
+    SERVICE = "service"
+    BREAK_GLASS = "break_glass"
+
+
+class GrantKind(str, Enum):
+    DIRECT = "direct"
+    INHERITED = "inherited"
+
+
+class Coverage(str, Enum):
+    FULL = "full"
+    PARTIAL = "partial"
+    NONE = "none"
+
+
+class Sensitivity(str, Enum):
+    LOW = "low"
+    MEDIUM = "medium"
+    HIGH = "high"
+    CRITICAL = "critical"
+
+
+class Family(str, Enum):
+    BACKGROUND = "background"
+    UNUSED_PRIVILEGED = "unused_privileged"
+    SOD_CONFLICT = "sod_conflict"
+    OWNERLESS = "ownerless"
+    ORPHAN_IDENTITY = "orphan_identity"
+    PEER_EXCESS = "peer_excess"
+    UNUSED_INCOMPLETE_LOG = "unused_incomplete_log"
+    UNUSED_BREAK_GLASS = "unused_break_glass"
+    UNUSED_SERVICE = "unused_service"
+    UNUSED_SEASONAL = "unused_seasonal"
+    UNUSED_INHERITED_BASE = "unused_inherited_base"
+
+
+class AlertClass(str, Enum):
+    SECURITY_REVIEW = "security_review"
+    CONTEXT = "context"
+    INSUFFICIENT = "insufficient_evidence"
+    NONE = "none"
+
+
+class Tag(str, Enum):
+    UNUSED = "unused_privileged"
+    SOD = "sod_conflict"
+    OWNERLESS = "ownerless"
+    ORPHAN = "orphan_identity"
+    PEER = "peer_excess"
+    COVERAGE = "incomplete_usage_log"
+    BREAK_GLASS = "break_glass_unused"
+    SERVICE = "service_unused"
+    SEASONAL = "seasonal_unused"
+    INHERITED = "inherited_base_unused"
+    NONE = "none"
+
+
+class Severity(str, Enum):
+    LOW = "low"
+    MEDIUM = "medium"
+    HIGH = "high"
+
+
+class Confidence(str, Enum):
+    LOW = "low"
+    MEDIUM = "medium"
+    HIGH = "high"
+
+
+class Workflow(str, Enum):
+    NEEDS_REVIEW = "needs_review"
+    CONTEXT_ONLY = "context_only"
+    INSUFFICIENT = "insufficient_evidence"
+    CLEAR = "no_alert"
+
+
+class Verdict(str, Enum):
+    READY = "ready"
+    INSUFFICIENT = "insufficient_evidence"
+    INVALID = "invalid_input"
+
+
+class Feedback(str, Enum):
+    CORRECT = "correct"
+    FALSE_POSITIVE = "false_positive"
+    INSUFFICIENT = "insufficient_evidence"
+    NEEDS_REVIEW = "needs_review"
+
+
+class ClaimKind(str, Enum):
+    OBSERVED = "observed"
+    INFERRED = "inferred"
+    ACTION = "action"
+    UNKNOWN = "unknown"
+
+
+REVIEW_FAMILIES = {
+    Family.UNUSED_PRIVILEGED.value,
+    Family.SOD_CONFLICT.value,
+    Family.OWNERLESS.value,
+    Family.ORPHAN_IDENTITY.value,
+    Family.PEER_EXCESS.value,
+}
+CONTEXT_FAMILIES = {
+    Family.UNUSED_BREAK_GLASS.value,
+    Family.UNUSED_SERVICE.value,
+    Family.UNUSED_SEASONAL.value,
+    Family.UNUSED_INHERITED_BASE.value,
+}
+INSUFFICIENT_FAMILIES = {
+    Family.UNUSED_INCOMPLETE_LOG.value,
+}
+PROTECTED_FAMILIES = CONTEXT_FAMILIES
+SENSITIVITY_RANK = {
+    Sensitivity.LOW.value: 1,
+    Sensitivity.MEDIUM.value: 2,
+    Sensitivity.HIGH.value: 3,
+    Sensitivity.CRITICAL.value: 4,
+}
+BASE_ROLES = {"role-employee-base", "role-email-user", "role-vpn-user"}
+SOD_PAIRS = (("role-finance-approver", "role-finance-payer"),)
+FEATURE_COLUMNS = (
+    "days_unused",
+    "coverage_score",
+    "is_privileged",
+    "is_seasonal",
+    "is_service",
+    "is_break_glass",
+    "is_inherited",
+    "has_owner",
+    "peer_jaccard",
+    "extra_privileged",
+    "sod_conflict",
+    "sensitivity_rank",
+)
diff --git a/demo/src/explain.py b/demo/src/explain.py
new file mode 100644
index 0000000000000000000000000000000000000000..ae82f3691bdaf9466bfee45a7fe46764363859f9
--- /dev/null
+++ b/demo/src/explain.py
@@ -0,0 +1,131 @@
+from __future__ import annotations
+
+from src.domain import MIN_VALID_GRANTS, AlertClass, ClaimKind, Tag, Verdict
+from src.i18n import t
+from src.schemas import Claim, GrantFinding, PipelineResult, PolicyHit, ValidationReport
+
+
+def status_label(lang: str, verdict: Verdict, live: bool) -> str:
+    suffix = t(lang, "live_note") if live else t(lang, "cached_note")
+    return f"{t(lang, f'verdict_{verdict.value}')} · {suffix}"
+
+
+def decide_verdict(n_valid: int, report: ValidationReport) -> Verdict:
+    if not report.ok:
+        return Verdict.INVALID
+    if n_valid < MIN_VALID_GRANTS:
+        return Verdict.INSUFFICIENT
+    return Verdict.READY
+
+
+def reasons(lang: str, result: PipelineResult) -> list[str]:
+    kpis = result.kpis
+    lines = [
+        t(lang, "reason_counts").format(
+            valid=kpis.n_valid,
+            raw=kpis.n_raw,
+            dropped=kpis.n_dropped,
+            grants=kpis.n_grants,
+            identities=kpis.n_identities,
+        ),
+        t(lang, "reason_alerts").format(
+            security=kpis.n_security_review,
+            context=kpis.n_context,
+            insufficient=kpis.n_insufficient,
+            threshold=int(kpis.threshold),
+        ),
+        t(lang, "reason_eval").format(
+            recall="—" if kpis.event_recall is None else f"{100 * kpis.event_recall:.0f}%",
+            precision="—" if kpis.precision is None else f"{100 * kpis.precision:.0f}%",
+            protected=kpis.protected_as_security,
+        ),
+        t(lang, "reason_protected"),
+        t(lang, "reason_score"),
+    ]
+    for issue in result.validation.issues[:6]:
+        lines.append(f"{issue.severity}: {issue.message}")
+    return lines
+
+
+def annotate_finding(row: GrantFinding) -> GrantFinding:
+    resources = ", ".join(row.resource_ids) or "—"
+    days = "unknown" if row.days_unused is None else f"{row.days_unused:.0f}"
+    row.observed = [
+        f"grant `{row.grant_id}` assigns `{row.role_id}` to `{row.identity_id}` ({row.identity_type}, {row.department})",
+        f"kind={row.grant_kind}"
+        + (f" inherited_from=`{row.inherited_from}`" if row.inherited_from else "")
+        + f"; owner=`{row.owner_id or 'missing'}`; last_used=`{row.last_used_at or 'none'}`",
+        f"coverage={row.usage_log_coverage}; days_unused={days}; usage_count={row.usage_count}; resources={resources}",
+        f"privileged={row.privileged}; seasonal={row.seasonal}; sensitivity={row.sensitivity}",
+    ]
+    cites = ", ".join(item.policy_id for item in row.citations) or ", ".join(row.policy_ids) or "—"
+    row.inferred = [
+        f"tag `{row.tag.value}` is a review hint, not a revoke decision",
+        f"peer_jaccard={row.peer_jaccard:.2f}; extra_privileged={row.extra_privileged}; sod_conflict={row.sod_conflict}",
+        f"methods: {', '.join(row.methods_fired) or 'none'}; policies: {cites}",
+    ]
+    if row.gold_event_ids:
+        row.inferred.append(f"overlaps lab event {', '.join(row.gold_event_ids)} ({row.gold_family or 'unlabeled'})")
+    actions = {
+        Tag.SOD: "Two finance payment roles sit on one human. Ask the owner to split the grants. This demo never revokes access.",
+        Tag.UNUSED: "Privileged grant looks idle under full logs. Confirm business need before any removal. Unused is not unneeded.",
+        Tag.OWNERLESS: "The standing grant has no owner. Assign an owner, then decide. Do not auto-revoke.",
+        Tag.ORPHAN: "A departed identity still holds a sensitive grant. Review for removal with the last manager. No automatic revoke.",
+        Tag.PEER: "This privileged role is not held by department peers. Confirm the exception; do not infer it from job title.",
+        Tag.COVERAGE: "Usage logs are missing or partial. Idle time is unknown, not proof the grant is unnecessary.",
+        Tag.BREAK_GLASS: "Break-glass idle time is expected. Confirm the emergency owner; do not remove the grant from this screen.",
+        Tag.SERVICE: "Service accounts may stay idle between jobs. Review the owner and schedule, not last_used_at alone.",
+        Tag.SEASONAL: "Seasonal contractor access is idle off-season by design. Confirm the season window.",
+        Tag.INHERITED: "Unused inherited base membership is bundle context, not a surgical revoke of one role.",
+    }
+    row.action = actions.get(row.tag, "No standing-access review item. Keep as background.")
+    row.claims = [
+        Claim(kind=ClaimKind.OBSERVED, text=row.observed[0], locator=row.grant_id, field="grant"),
+        Claim(kind=ClaimKind.INFERRED, text=row.inferred[0], locator=row.finding_id, field="tag"),
+        Claim(kind=ClaimKind.ACTION, text=row.action, locator=row.finding_id, field="action"),
+    ]
+    if row.alert_class == AlertClass.NONE and not row.gold_event_ids:
+        row.claims.append(
+            Claim(kind=ClaimKind.UNKNOWN, text="No authored lab event overlaps this grant.", locator=row.finding_id, field="gold")
+        )
+    return row
+
+
+def finding_markdown(lang: str, row: GrantFinding | None) -> str:
+    if row is None:
+        return t(lang, "empty_card")
+    observed = "\n".join(f"- {text}" for text in row.observed) or "- —"
+    inferred = "\n".join(f"- {text}" for text in row.inferred) or "- —"
+    cites = "\n".join(f"- `{item.policy_id}` {item.title}: {item.excerpt}" for item in row.citations) or "- —"
+    return (
+        f"### `{row.finding_id}`\n\n"
+        f"**{t(lang, 'observed')}**\n{observed}\n\n"
+        f"**{t(lang, 'inferred')}**\n{inferred}\n\n"
+        f"**{t(lang, 'action')}**\n- {row.action}\n\n"
+        f"**{t(lang, 'policy')}**\n{cites}\n\n"
+        f"{t(lang, 'severity')} `{row.severity.value}` · {t(lang, 'confidence')} `{row.confidence.value}` · "
+        f"{t(lang, 'workflow')} `{row.workflow.value}` · gold `{row.gold_family or '—'}`"
+    )
+
+
+def policy_markdown(lang: str, row: GrantFinding | None) -> str:
+    if row is None:
+        return t(lang, "empty_policy")
+    if not row.citations:
+        return f"**{t(lang, 'policy')}**\n\n- {t(lang, 'no_policy')}"
+    lines = [f"**{t(lang, 'policy')}** `{row.grant_id}`\n"]
+    for item in row.citations:
+        lines.append(f"- `{item.policy_id}` **{item.title}** (BM25 {item.score:.2f})")
+        lines.append(f"  - {item.excerpt}")
+    lines.append(f"\n- {t(lang, 'policy_note')}")
+    return "\n".join(lines)
+
+
+def citation_hits(raw: list[dict] | list[PolicyHit]) -> list[PolicyHit]:
+    hits: list[PolicyHit] = []
+    for item in raw or []:
+        if isinstance(item, PolicyHit):
+            hits.append(item)
+        else:
+            hits.append(PolicyHit(**item))
+    return hits
diff --git a/demo/src/features.py b/demo/src/features.py
new file mode 100644
index 0000000000000000000000000000000000000000..9542da5c6cbb77c3a36259c979882ee93f6ecd6d
--- /dev/null
+++ b/demo/src/features.py
@@ -0,0 +1,167 @@
+from __future__ import annotations
+
+from datetime import datetime, timezone
+from typing import Any
+
+import pandas as pd
+
+from src.domain import (
+    AS_OF_ISO,
+    BASE_ROLES,
+    SENSITIVITY_RANK,
+    SOD_PAIRS,
+)
+from src.parsers import parse_timestamp
+from src.redaction import redact_grant, redact_identity, redact_resource, redact_role
+
+UTC = timezone.utc
+AS_OF = datetime(2026, 7, 1, tzinfo=UTC)
+
+
+def _as_list(value: Any) -> list[str]:
+    if isinstance(value, list):
+        return [str(item) for item in value if item]
+    return [part.strip() for part in str(value or "").split(",") if part.strip()]
+
+
+def grants_frame(rows: list[dict[str, Any]]) -> pd.DataFrame:
+    cleaned = [redact_grant(row) for row in rows]
+    frame = pd.DataFrame(cleaned)
+    if frame.empty:
+        return frame
+    if "grant_id" in frame.columns:
+        missing = frame["grant_id"].eq("")
+        if missing.any():
+            frame.loc[missing, "grant_id"] = [f"gnt_uploaded_{index:04d}" for index in range(int(missing.sum()))]
+    return frame
+
+
+def identities_frame(rows: list[dict[str, Any]]) -> pd.DataFrame:
+    return pd.DataFrame([redact_identity(row) for row in rows]) if rows else pd.DataFrame()
+
+
+def roles_frame(rows: list[dict[str, Any]]) -> pd.DataFrame:
+    return pd.DataFrame([redact_role(row) for row in rows]) if rows else pd.DataFrame()
+
+
+def resources_frame(rows: list[dict[str, Any]]) -> pd.DataFrame:
+    return pd.DataFrame([redact_resource(row) for row in rows]) if rows else pd.DataFrame()
+
+
+def _days_unused(last_used_at: str, coverage: str, unused_days: float) -> float | None:
+    if coverage in {"none", "partial"} and not last_used_at:
+        return None
+    parsed = parse_timestamp(last_used_at)
+    if parsed is None:
+        return float(unused_days) if coverage == "full" else None
+    return max(0.0, (AS_OF - parsed).total_seconds() / 86400.0)
+
+
+def _peer_maps(frame: pd.DataFrame) -> tuple[dict[str, set[str]], dict[str, list[str]]]:
+    roles_by_identity: dict[str, set[str]] = {}
+    peers: dict[str, list[str]] = {}
+    if frame.empty:
+        return roles_by_identity, peers
+    for identity_id, chunk in frame.groupby("identity_id"):
+        roles_by_identity[str(identity_id)] = set(chunk["role_id"].astype(str))
+    people = frame.loc[frame["identity_type"].eq("human"), ["identity_id", "department"]].drop_duplicates()
+    for department, chunk in people.groupby("department"):
+        members = [str(item) for item in chunk["identity_id"]]
+        for identity_id in members:
+            peers[identity_id] = [item for item in members if item != identity_id]
+    _ = department
+    return roles_by_identity, peers
+
+
+def _jaccard(left: set[str], right: set[str]) -> float:
+    if not left and not right:
+        return 1.0
+    union = left | right
+    if not union:
+        return 0.0
+    return len(left & right) / len(union)
+
+
+def attach_features(grants: pd.DataFrame, unused_days: float = 90.0) -> pd.DataFrame:
+    frame = grants.copy()
+    if frame.empty:
+        return frame
+    frame["resource_ids"] = frame["resource_ids"].map(_as_list)
+    role_sets, peers = _peer_maps(frame)
+    sod_left, sod_right = SOD_PAIRS[0]
+    rows = []
+    for row in frame.to_dict(orient="records"):
+        identity_id = str(row["identity_id"])
+        held = role_sets.get(identity_id, set())
+        peer_ids = peers.get(identity_id, [])
+        peer_roles: list[set[str]] = [role_sets.get(peer, set()) for peer in peer_ids]
+        majority: set[str] = set()
+        if peer_roles:
+            for role_id in held:
+                share = sum(role_id in item for item in peer_roles) / len(peer_roles)
+                if share >= 0.5:
+                    majority.add(role_id)
+        extra = held - majority if peer_roles else set()
+        extra_privileged = 0
+        if bool(row.get("privileged")) and row["role_id"] in extra:
+            extra_privileged = 1
+        jaccards = [_jaccard(held, item) for item in peer_roles] if peer_roles else [1.0]
+        sod = int(
+            row["identity_type"] == "human"
+            and sod_left in held
+            and sod_right in held
+            and row["role_id"] in {sod_left, sod_right}
+        )
+        days = _days_unused(str(row.get("last_used_at") or ""), str(row.get("usage_log_coverage") or "full"), unused_days)
+        coverage = str(row.get("usage_log_coverage") or "full")
+        coverage_score = {"full": 1.0, "partial": 0.5, "none": 0.0}.get(coverage, 0.0)
+        rows.append(
+            {
+                **row,
+                "days_unused": days,
+                "coverage_score": coverage_score,
+                "is_privileged": float(bool(row.get("privileged"))),
+                "is_seasonal": float(bool(row.get("seasonal") or row.get("seasonal_identity"))),
+                "is_service": float(row.get("identity_type") == "service" or row.get("service")),
+                "is_break_glass": float(row.get("identity_type") == "break_glass" or row.get("break_glass")),
+                "is_inherited": float(str(row.get("grant_kind") or "") == "inherited"),
+                "has_owner": float(bool(str(row.get("owner_id") or "").strip())),
+                "peer_jaccard": round(float(sum(jaccards) / len(jaccards)), 4),
+                "extra_privileged": extra_privileged,
+                "sod_conflict": sod,
+                "sensitivity_rank": SENSITIVITY_RANK.get(str(row.get("sensitivity") or "low"), 1),
+                "is_base_role": float(str(row.get("role_id") or "") in BASE_ROLES),
+                "as_of": AS_OF_ISO,
+            }
+        )
+    return pd.DataFrame(rows)
+
+
+def attach_gold(grants: pd.DataFrame, gold: pd.DataFrame | None) -> pd.DataFrame:
+    frame = grants.copy()
+    if frame.empty:
+        return frame
+    frame["gold_event_ids"] = frame.get("lab_event_id", "").fillna("").astype(str)
+    frame["gold_family"] = frame.get("lab_family", "").fillna("").astype(str)
+    if gold is None or gold.empty:
+        return frame
+    by_identity: dict[str, list[dict[str, Any]]] = {}
+    for event in gold.to_dict(orient="records"):
+        by_identity.setdefault(str(event.get("identity_id") or ""), []).append(event)
+    event_ids = []
+    families = []
+    for row in frame.to_dict(orient="records"):
+        current_ids = [part for part in str(row.get("gold_event_ids") or "").split(",") if part]
+        current_family = str(row.get("gold_family") or "")
+        for event in by_identity.get(str(row["identity_id"]), []):
+            role_id = str(event.get("role_id") or "")
+            if role_id and role_id != str(row.get("role_id") or "") and str(event.get("family") or "") != "sod_conflict":
+                continue
+            if event["event_id"] not in current_ids:
+                current_ids.append(event["event_id"])
+            current_family = current_family or str(event.get("family") or "")
+        event_ids.append(current_ids)
+        families.append(current_family)
+    frame["gold_event_ids"] = event_ids
+    frame["gold_family"] = families
+    return frame
diff --git a/demo/src/generator.py b/demo/src/generator.py
new file mode 100644
index 0000000000000000000000000000000000000000..999edf50aca0ddaa5d2cf8b82a66217a8a8893e1
--- /dev/null
+++ b/demo/src/generator.py
@@ -0,0 +1,731 @@
+from __future__ import annotations
+
+import json
+from datetime import datetime, timedelta, timezone
+from pathlib import Path
+from typing import Any
+
+import numpy as np
+import pandas as pd
+
+from src.domain import AS_OF_ISO, DEFAULT_SEED, Family, Split, USAGE_WINDOW_DAYS
+from src.policies import policy_records
+from src.schemas import LabEvent
+
+UTC = timezone.utc
+AS_OF = datetime(2026, 7, 1, tzinfo=UTC)
+N_HUMANS = 150
+N_SERVICE = 20
+N_BREAK = 10
+DEPARTMENTS = ("finance", "engineering", "hr", "sales", "operations", "contractors")
+DEPT_OWNERS = {
+    "finance": "mgr_finance",
+    "engineering": "mgr_eng",
+    "hr": "mgr_hr",
+    "sales": "mgr_sales",
+    "operations": "mgr_ops",
+    "contractors": "mgr_vendor",
+}
+DEPT_ROLE = {
+    "finance": "role-finance-reader",
+    "engineering": "role-eng-repo-read",
+    "hr": "role-hr-reader",
+    "sales": "role-sales-crm",
+    "operations": "role-ops-monitor",
+    "contractors": "role-contractor-seasonal",
+}
+
+ROLES: list[dict[str, Any]] = [
+    {"role_id": "role-employee-base", "name": "Employee base", "sensitivity": "low", "privileged": False},
+    {"role_id": "role-email-user", "name": "Email user", "sensitivity": "low", "privileged": False},
+    {"role_id": "role-vpn-user", "name": "VPN user", "sensitivity": "low", "privileged": False},
+    {"role_id": "role-finance-reader", "name": "Finance reader", "sensitivity": "medium", "privileged": False},
+    {
+        "role_id": "role-finance-approver",
+        "name": "Finance approver",
+        "sensitivity": "high",
+        "privileged": True,
+        "sod_group": "finance-payment",
+    },
+    {
+        "role_id": "role-finance-payer",
+        "name": "Finance payer",
+        "sensitivity": "high",
+        "privileged": True,
+        "sod_group": "finance-payment",
+    },
+    {"role_id": "role-hr-reader", "name": "HR reader", "sensitivity": "medium", "privileged": False},
+    {"role_id": "role-hr-admin", "name": "HR admin", "sensitivity": "high", "privileged": True},
+    {"role_id": "role-eng-repo-read", "name": "Repo read", "sensitivity": "medium", "privileged": False},
+    {"role_id": "role-eng-prod-deploy", "name": "Prod deploy", "sensitivity": "high", "privileged": True},
+    {"role_id": "role-eng-admin", "name": "Eng admin", "sensitivity": "high", "privileged": True},
+    {"role_id": "role-sales-crm", "name": "Sales CRM", "sensitivity": "medium", "privileged": False},
+    {"role_id": "role-sales-admin", "name": "Sales admin", "sensitivity": "high", "privileged": True},
+    {"role_id": "role-ops-monitor", "name": "Ops monitor", "sensitivity": "medium", "privileged": False},
+    {"role_id": "role-ops-admin", "name": "Ops admin", "sensitivity": "high", "privileged": True},
+    {"role_id": "role-contractor-seasonal", "name": "Seasonal contractor", "sensitivity": "medium", "seasonal": True},
+    {
+        "role_id": "role-break-glass-admin",
+        "name": "Break-glass admin",
+        "sensitivity": "critical",
+        "privileged": True,
+        "break_glass": True,
+    },
+    {"role_id": "role-svc-backup", "name": "Backup job", "sensitivity": "medium", "service": True},
+    {"role_id": "role-svc-ci", "name": "CI deploy job", "sensitivity": "medium", "service": True},
+    {"role_id": "role-payroll-export", "name": "Payroll export", "sensitivity": "critical", "privileged": True},
+    {"role_id": "role-iam-admin", "name": "IAM admin", "sensitivity": "critical", "privileged": True},
+    {"role_id": "role-audit-reader", "name": "Audit reader", "sensitivity": "high", "privileged": False},
+    {"role_id": "role-wiki-editor", "name": "Wiki editor", "sensitivity": "low", "privileged": False},
+    {"role_id": "role-customer-pii", "name": "Customer PII", "sensitivity": "high", "privileged": False},
+    {"role_id": "role-billing-write", "name": "Billing write", "sensitivity": "high", "privileged": True},
+    {"role_id": "role-legal-hold", "name": "Legal hold", "sensitivity": "high", "privileged": False},
+    {"role_id": "role-data-warehouse", "name": "Warehouse reader", "sensitivity": "medium", "privileged": False},
+    {"role_id": "role-okta-app-admin", "name": "App admin", "sensitivity": "high", "privileged": True},
+]
+
+
+def iso(ts: datetime | None) -> str:
+    if ts is None:
+        return ""
+    return ts.astimezone(UTC).strftime("%Y-%m-%dT%H:%M:%SZ")
+
+
+def _role_map() -> dict[str, dict[str, Any]]:
+    mapped: dict[str, dict[str, Any]] = {}
+    for item in ROLES:
+        row = {
+            "role_id": item["role_id"],
+            "name": item["name"],
+            "description": item.get("description") or item["name"],
+            "owner_id": "mgr_iam",
+            "sensitivity": item.get("sensitivity") or "low",
+            "privileged": bool(item.get("privileged")),
+            "seasonal": bool(item.get("seasonal")),
+            "sod_group": item.get("sod_group") or "",
+            "break_glass": bool(item.get("break_glass")),
+            "service": bool(item.get("service")),
+        }
+        mapped[row["role_id"]] = row
+    return mapped
+
+
+def _resources() -> list[dict[str, Any]]:
+    rows: list[dict[str, Any]] = []
+    extras = {
+        "role-employee-base": ("res-hris-profile",),
+        "role-email-user": ("res-mail-mailbox",),
+        "role-vpn-user": ("res-vpn-gateway",),
+        "role-finance-reader": ("res-erp-read", "res-ledger-view"),
+        "role-finance-approver": ("res-erp-approve",),
+        "role-finance-payer": ("res-erp-pay",),
+        "role-hr-reader": ("res-hris-read",),
+        "role-hr-admin": ("res-hris-admin",),
+        "role-eng-repo-read": ("res-git-read",),
+        "role-eng-prod-deploy": ("res-k8s-prod",),
+        "role-eng-admin": ("res-git-admin",),
+        "role-sales-crm": ("res-crm-records",),
+        "role-sales-admin": ("res-crm-admin",),
+        "role-ops-monitor": ("res-metrics",),
+        "role-ops-admin": ("res-pager",),
+        "role-contractor-seasonal": ("res-contractor-portal",),
+        "role-break-glass-admin": ("res-root-console",),
+        "role-svc-backup": ("res-backup-vault",),
+        "role-svc-ci": ("res-ci-runner",),
+        "role-payroll-export": ("res-payroll-bucket",),
+        "role-iam-admin": ("res-idp-admin",),
+        "role-audit-reader": ("res-siem-read",),
+        "role-wiki-editor": ("res-wiki",),
+        "role-customer-pii": ("res-crm-pii",),
+        "role-billing-write": ("res-billing",),
+        "role-legal-hold": ("res-legal-vault",),
+        "role-data-warehouse": ("res-warehouse",),
+        "role-okta-app-admin": ("res-okta-apps",),
+    }
+    for role_id, names in extras.items():
+        role = _role_map()[role_id]
+        for resource_id in names:
+            rows.append(
+                {
+                    "resource_id": resource_id,
+                    "name": resource_id.replace("res-", "").replace("-", " "),
+                    "system": resource_id.split("-")[1] if "-" in resource_id else "lab",
+                    "owner_id": role["owner_id"],
+                    "sensitivity": role["sensitivity"],
+                    "role_id": role_id,
+                }
+            )
+    return rows
+
+
+def _human_split(index: int) -> str:
+    return Split.DEVELOPMENT.value if index <= 100 else Split.TEST.value
+
+
+def _department(index: int) -> str:
+    return DEPARTMENTS[(index - 1) % len(DEPARTMENTS)]
+
+
+def lab_events() -> list[LabEvent]:
+    return [
+        LabEvent(
+            event_id="GOLD-UNUSED-DEV-01",
+            identity_id="usr_0041",
+            role_id="role-payroll-export",
+            start=iso(AS_OF - timedelta(days=180)),
+            end=AS_OF_ISO,
+            family=Family.UNUSED_PRIVILEGED.value,
+            split=Split.DEVELOPMENT.value,
+            note="Finance human holds unused payroll export with full logs.",
+        ),
+        LabEvent(
+            event_id="GOLD-SOD-DEV-01",
+            identity_id="usr_0042",
+            role_id="role-finance-approver",
+            start=iso(AS_OF - timedelta(days=200)),
+            end=AS_OF_ISO,
+            family=Family.SOD_CONFLICT.value,
+            split=Split.DEVELOPMENT.value,
+            note="Same human holds finance approver and payer.",
+        ),
+        LabEvent(
+            event_id="GOLD-OWNERLESS-DEV-01",
+            identity_id="usr_0043",
+            role_id="role-customer-pii",
+            start=iso(AS_OF - timedelta(days=120)),
+            end=AS_OF_ISO,
+            family=Family.OWNERLESS.value,
+            split=Split.DEVELOPMENT.value,
+            note="Active human with empty owner still holds customer PII.",
+        ),
+        LabEvent(
+            event_id="GOLD-PEER-DEV-01",
+            identity_id="usr_0050",
+            role_id="role-eng-prod-deploy",
+            start=iso(AS_OF - timedelta(days=40)),
+            end=AS_OF_ISO,
+            family=Family.PEER_EXCESS.value,
+            split=Split.DEVELOPMENT.value,
+            note="Sales peer group does not hold prod deploy.",
+        ),
+        LabEvent(
+            event_id="GOLD-COVERAGE-DEV-01",
+            identity_id="usr_0060",
+            role_id="role-hr-admin",
+            start=iso(AS_OF - timedelta(days=200)),
+            end=AS_OF_ISO,
+            family=Family.UNUSED_INCOMPLETE_LOG.value,
+            split=Split.DEVELOPMENT.value,
+            note="Unused HR admin but usage log coverage is none.",
+        ),
+        LabEvent(
+            event_id="GOLD-BREAKGLASS-DEV-01",
+            identity_id="brk_0001",
+            role_id="role-break-glass-admin",
+            start=iso(AS_OF - timedelta(days=400)),
+            end=AS_OF_ISO,
+            family=Family.UNUSED_BREAK_GLASS.value,
+            split=Split.DEVELOPMENT.value,
+            note="Break-glass idle time is expected.",
+        ),
+        LabEvent(
+            event_id="GOLD-SERVICE-DEV-01",
+            identity_id="svc_0001",
+            role_id="role-svc-backup",
+            start=iso(AS_OF - timedelta(days=200)),
+            end=AS_OF_ISO,
+            family=Family.UNUSED_SERVICE.value,
+            split=Split.DEVELOPMENT.value,
+            note="Backup job may be idle longer than 90 days.",
+        ),
+        LabEvent(
+            event_id="GOLD-SEASONAL-DEV-01",
+            identity_id="usr_0080",
+            role_id="role-contractor-seasonal",
+            start=iso(AS_OF - timedelta(days=110)),
+            end=AS_OF_ISO,
+            family=Family.UNUSED_SEASONAL.value,
+            split=Split.DEVELOPMENT.value,
+            note="Contractor seasonal role is idle off-season.",
+        ),
+        LabEvent(
+            event_id="GOLD-UNUSED-01",
+            identity_id="usr_0121",
+            role_id="role-payroll-export",
+            start=iso(AS_OF - timedelta(days=160)),
+            end=AS_OF_ISO,
+            family=Family.UNUSED_PRIVILEGED.value,
+            split=Split.TEST.value,
+            note="Held-out unused payroll export with full coverage.",
+        ),
+        LabEvent(
+            event_id="GOLD-SOD-01",
+            identity_id="usr_0122",
+            role_id="role-finance-approver",
+            start=iso(AS_OF - timedelta(days=210)),
+            end=AS_OF_ISO,
+            family=Family.SOD_CONFLICT.value,
+            split=Split.TEST.value,
+            note="Held-out SoD pair on one human.",
+        ),
+        LabEvent(
+            event_id="GOLD-OWNERLESS-01",
+            identity_id="usr_0123",
+            role_id="role-iam-admin",
+            start=iso(AS_OF - timedelta(days=90)),
+            end=AS_OF_ISO,
+            family=Family.OWNERLESS.value,
+            split=Split.TEST.value,
+            note="Ownerless IAM admin grant.",
+        ),
+        LabEvent(
+            event_id="GOLD-PEER-01",
+            identity_id="usr_0124",
+            role_id="role-eng-prod-deploy",
+            start=iso(AS_OF - timedelta(days=20)),
+            end=AS_OF_ISO,
+            family=Family.PEER_EXCESS.value,
+            split=Split.TEST.value,
+            note="Sales identity with engineering prod deploy.",
+        ),
+        LabEvent(
+            event_id="GOLD-ORPHAN-01",
+            identity_id="usr_0125",
+            role_id="role-customer-pii",
+            start=iso(AS_OF - timedelta(days=70)),
+            end=AS_OF_ISO,
+            family=Family.ORPHAN_IDENTITY.value,
+            split=Split.TEST.value,
+            note="Departed identity still holds customer PII.",
+        ),
+        LabEvent(
+            event_id="GOLD-COVERAGE-01",
+            identity_id="usr_0126",
+            role_id="role-okta-app-admin",
+            start=iso(AS_OF - timedelta(days=200)),
+            end=AS_OF_ISO,
+            family=Family.UNUSED_INCOMPLETE_LOG.value,
+            split=Split.TEST.value,
+            note="Unused app admin with no usage log coverage.",
+        ),
+        LabEvent(
+            event_id="GOLD-BREAKGLASS-01",
+            identity_id="brk_0008",
+            role_id="role-break-glass-admin",
+            start=iso(AS_OF - timedelta(days=300)),
+            end=AS_OF_ISO,
+            family=Family.UNUSED_BREAK_GLASS.value,
+            split=Split.TEST.value,
+            note="Held-out break-glass unused account.",
+        ),
+        LabEvent(
+            event_id="GOLD-SERVICE-01",
+            identity_id="svc_0015",
+            role_id="role-svc-ci",
+            start=iso(AS_OF - timedelta(days=180)),
+            end=AS_OF_ISO,
+            family=Family.UNUSED_SERVICE.value,
+            split=Split.TEST.value,
+            note="Held-out CI service account idle window.",
+        ),
+        LabEvent(
+            event_id="GOLD-SEASONAL-01",
+            identity_id="usr_0127",
+            role_id="role-contractor-seasonal",
+            start=iso(AS_OF - timedelta(days=100)),
+            end=AS_OF_ISO,
+            family=Family.UNUSED_SEASONAL.value,
+            split=Split.TEST.value,
+            note="Held-out seasonal contractor idle off-season.",
+        ),
+        LabEvent(
+            event_id="GOLD-INHERITED-01",
+            identity_id="usr_0128",
+            role_id="role-employee-base",
+            start=iso(AS_OF - timedelta(days=140)),
+            end=AS_OF_ISO,
+            family=Family.UNUSED_INHERITED_BASE.value,
+            split=Split.TEST.value,
+            note="Unused inherited employee-base grant is bundle context.",
+        ),
+    ]
+
+
+def _identity_overrides() -> dict[str, dict[str, Any]]:
+    return {
+        "usr_0041": {"department": "finance", "owner_id": "mgr_finance", "status": "active"},
+        "usr_0042": {"department": "finance", "owner_id": "mgr_finance", "status": "active"},
+        "usr_0043": {"department": "sales", "owner_id": "", "status": "active"},
+        "usr_0050": {"department": "sales", "owner_id": "mgr_sales", "status": "active"},
+        "usr_0060": {"department": "hr", "owner_id": "mgr_hr", "status": "active"},
+        "usr_0080": {"department": "contractors", "owner_id": "mgr_vendor", "status": "active", "seasonal": True},
+        "usr_0121": {"department": "finance", "owner_id": "mgr_finance", "status": "active"},
+        "usr_0122": {"department": "finance", "owner_id": "mgr_finance", "status": "active"},
+        "usr_0123": {"department": "engineering", "owner_id": "", "status": "active"},
+        "usr_0124": {"department": "sales", "owner_id": "mgr_sales", "status": "active"},
+        "usr_0125": {"department": "sales", "owner_id": "", "status": "departed"},
+        "usr_0126": {"department": "engineering", "owner_id": "mgr_eng", "status": "active"},
+        "usr_0127": {"department": "contractors", "owner_id": "mgr_vendor", "status": "active", "seasonal": True},
+        "usr_0128": {"department": "operations", "owner_id": "mgr_ops", "status": "active"},
+    }
+
+
+def _identities() -> list[dict[str, Any]]:
+    rows: list[dict[str, Any]] = []
+    overrides = _identity_overrides()
+    for index in range(1, N_HUMANS + 1):
+        identity_id = f"usr_{index:04d}"
+        department = _department(index)
+        base = {
+            "identity_id": identity_id,
+            "display_name": f"Human {index:04d}",
+            "identity_type": "human",
+            "owner_id": DEPT_OWNERS[department],
+            "department": department,
+            "status": "active",
+            "seasonal": department == "contractors",
+            "split": _human_split(index),
+        }
+        base.update(overrides.get(identity_id, {}))
+        rows.append(base)
+    for index in range(1, N_SERVICE + 1):
+        rows.append(
+            {
+                "identity_id": f"svc_{index:04d}",
+                "display_name": f"Service {index:04d}",
+                "identity_type": "service",
+                "owner_id": "mgr_ops",
+                "department": "operations",
+                "status": "active",
+                "seasonal": False,
+                "split": Split.DEVELOPMENT.value if index <= 10 else Split.TEST.value,
+            }
+        )
+    for index in range(1, N_BREAK + 1):
+        rows.append(
+            {
+                "identity_id": f"brk_{index:04d}",
+                "display_name": f"Break glass {index:04d}",
+                "identity_type": "break_glass",
+                "owner_id": "mgr_iam",
+                "department": "operations",
+                "status": "active",
+                "seasonal": False,
+                "split": Split.DEVELOPMENT.value if index <= 5 else Split.TEST.value,
+            }
+        )
+    return rows
+
+
+def _grant(
+    grant_id: str,
+    identity: dict[str, Any],
+    role: dict[str, Any],
+    resources: list[str],
+    *,
+    kind: str = "direct",
+    inherited_from: str = "",
+    created_days: int = 400,
+    last_used_days: int | None = 12,
+    usage_count: int = 40,
+    coverage: str = "full",
+    lab_event_id: str = "",
+    lab_family: str = "",
+    expires: str = "",
+) -> dict[str, Any]:
+    last_used = None if last_used_days is None else AS_OF - timedelta(days=last_used_days)
+    return {
+        "grant_id": grant_id,
+        "identity_id": identity["identity_id"],
+        "identity_type": identity["identity_type"],
+        "department": identity["department"],
+        "owner_id": identity.get("owner_id") or "",
+        "status": identity.get("status") or "active",
+        "seasonal_identity": bool(identity.get("seasonal")),
+        "role_id": role["role_id"],
+        "resource_ids": resources,
+        "grant_kind": kind,
+        "inherited_from": inherited_from,
+        "created_at": iso(AS_OF - timedelta(days=created_days)),
+        "expires_at": expires,
+        "last_used_at": iso(last_used),
+        "usage_count": usage_count,
+        "usage_window_days": USAGE_WINDOW_DAYS,
+        "usage_log_coverage": coverage,
+        "sensitivity": role["sensitivity"],
+        "privileged": bool(role.get("privileged")),
+        "seasonal": bool(role.get("seasonal") or identity.get("seasonal")),
+        "sod_group": role.get("sod_group") or "",
+        "break_glass": bool(role.get("break_glass") or identity["identity_type"] == "break_glass"),
+        "service": bool(role.get("service") or identity["identity_type"] == "service"),
+        "lab_event_id": lab_event_id,
+        "lab_family": lab_family,
+        "split": identity["split"],
+    }
+
+
+def _resource_ids_for(role_id: str, catalog: list[dict[str, Any]]) -> list[str]:
+    return [item["resource_id"] for item in catalog if item["role_id"] == role_id]
+
+
+def build_lab(seed: int = DEFAULT_SEED) -> dict[str, Any]:
+    rng = np.random.default_rng(seed)
+    roles = list(_role_map().values())
+    role_by_id = {item["role_id"]: item for item in roles}
+    resources = _resources()
+    identities = _identities()
+    identity_by_id = {item["identity_id"]: item for item in identities}
+    events = {item.event_id: item for item in lab_events()}
+    grants: list[dict[str, Any]] = []
+    counter = 1
+
+    def next_id() -> str:
+        nonlocal counter
+        grant_id = f"gnt_{counter:04d}"
+        counter += 1
+        return grant_id
+
+    gold_identities = {event.identity_id for event in events.values()}
+    for identity in identities:
+        if identity["identity_type"] == "service":
+            role_id = "role-svc-backup" if int(identity["identity_id"].split("_")[1]) % 2 else "role-svc-ci"
+            event = next((item for item in events.values() if item.identity_id == identity["identity_id"]), None)
+            grants.append(
+                _grant(
+                    next_id(),
+                    identity,
+                    role_by_id[role_id],
+                    _resource_ids_for(role_id, resources),
+                    last_used_days=180 if event else int(rng.integers(20, 80)),
+                    usage_count=0 if event else int(rng.integers(8, 40)),
+                    lab_event_id=event.event_id if event else "",
+                    lab_family=event.family if event else "",
+                )
+            )
+            continue
+        if identity["identity_type"] == "break_glass":
+            event = next((item for item in events.values() if item.identity_id == identity["identity_id"]), None)
+            grants.append(
+                _grant(
+                    next_id(),
+                    identity,
+                    role_by_id["role-break-glass-admin"],
+                    _resource_ids_for("role-break-glass-admin", resources),
+                    last_used_days=320,
+                    usage_count=0,
+                    lab_event_id=event.event_id if event else "",
+                    lab_family=event.family if event else Family.UNUSED_BREAK_GLASS.value,
+                )
+            )
+            continue
+        for role_id, kind, inherited_from, last_used in (
+            ("role-employee-base", "inherited", "bundle-staff", 18 if identity["identity_id"] != "usr_0128" else 140),
+            ("role-email-user", "inherited", "bundle-staff", 10),
+            ("role-vpn-user", "inherited", "bundle-staff", 14),
+        ):
+            event_id = ""
+            family = ""
+            if identity["identity_id"] == "usr_0128" and role_id == "role-employee-base":
+                event_id = "GOLD-INHERITED-01"
+                family = Family.UNUSED_INHERITED_BASE.value
+            grants.append(
+                _grant(
+                    next_id(),
+                    identity,
+                    role_by_id[role_id],
+                    _resource_ids_for(role_id, resources),
+                    kind=kind,
+                    inherited_from=inherited_from,
+                    last_used_days=last_used,
+                    usage_count=0 if last_used >= 90 else int(rng.integers(20, 90)),
+                    lab_event_id=event_id,
+                    lab_family=family,
+                )
+            )
+        dept_role = DEPT_ROLE[identity["department"]]
+        skip_default = identity["identity_id"] in {"usr_0080", "usr_0127"} and dept_role == "role-contractor-seasonal"
+        if not skip_default:
+            grants.append(
+                _grant(
+                    next_id(),
+                    identity,
+                    role_by_id[dept_role],
+                    _resource_ids_for(dept_role, resources),
+                    last_used_days=int(rng.integers(4, 35)),
+                    usage_count=int(rng.integers(15, 80)),
+                )
+            )
+        if identity["department"] == "engineering" and int(identity["identity_id"].split("_")[1]) % 11 == 0:
+            grants.append(
+                _grant(
+                    next_id(),
+                    identity,
+                    role_by_id["role-eng-prod-deploy"],
+                    _resource_ids_for("role-eng-prod-deploy", resources),
+                    last_used_days=int(rng.integers(3, 25)),
+                    usage_count=int(rng.integers(6, 30)),
+                )
+            )
+        if identity["department"] == "finance" and int(identity["identity_id"].split("_")[1]) % 13 == 0:
+            grants.append(
+                _grant(
+                    next_id(),
+                    identity,
+                    role_by_id["role-finance-approver"],
+                    _resource_ids_for("role-finance-approver", resources),
+                    last_used_days=int(rng.integers(5, 28)),
+                    usage_count=int(rng.integers(4, 20)),
+                )
+            )
+        if identity["identity_id"] not in gold_identities and rng.random() < 0.12:
+            grants.append(
+                _grant(
+                    next_id(),
+                    identity,
+                    role_by_id["role-wiki-editor"],
+                    _resource_ids_for("role-wiki-editor", resources),
+                    last_used_days=int(rng.integers(2, 40)),
+                    usage_count=int(rng.integers(2, 18)),
+                )
+            )
+
+    extras = [
+        ("GOLD-UNUSED-DEV-01", "usr_0041", "role-payroll-export", 160, 0, "full"),
+        ("GOLD-SOD-DEV-01", "usr_0042", "role-finance-approver", 12, 18, "full"),
+        ("GOLD-SOD-DEV-01", "usr_0042", "role-finance-payer", 15, 11, "full"),
+        ("GOLD-OWNERLESS-DEV-01", "usr_0043", "role-customer-pii", 20, 9, "full"),
+        ("GOLD-PEER-DEV-01", "usr_0050", "role-eng-prod-deploy", 16, 7, "full"),
+        ("GOLD-COVERAGE-DEV-01", "usr_0060", "role-hr-admin", None, 0, "none"),
+        ("GOLD-SEASONAL-DEV-01", "usr_0080", "role-contractor-seasonal", 110, 0, "full"),
+        ("GOLD-UNUSED-01", "usr_0121", "role-payroll-export", 150, 0, "full"),
+        ("GOLD-SOD-01", "usr_0122", "role-finance-approver", 10, 22, "full"),
+        ("GOLD-SOD-01", "usr_0122", "role-finance-payer", 11, 19, "full"),
+        ("GOLD-OWNERLESS-01", "usr_0123", "role-iam-admin", 25, 6, "full"),
+        ("GOLD-PEER-01", "usr_0124", "role-eng-prod-deploy", 14, 8, "full"),
+        ("GOLD-ORPHAN-01", "usr_0125", "role-customer-pii", 40, 3, "full"),
+        ("GOLD-COVERAGE-01", "usr_0126", "role-okta-app-admin", None, 0, "none"),
+        ("GOLD-SEASONAL-01", "usr_0127", "role-contractor-seasonal", 105, 0, "full"),
+    ]
+    for event_id, identity_id, role_id, last_used, usage, coverage in extras:
+        event = events[event_id]
+        grants.append(
+            _grant(
+                next_id(),
+                identity_by_id[identity_id],
+                role_by_id[role_id],
+                _resource_ids_for(role_id, resources),
+                last_used_days=last_used,
+                usage_count=usage,
+                coverage=coverage,
+                lab_event_id=event_id,
+                lab_family=event.family,
+                expires=iso(AS_OF + timedelta(days=90)) if "SEASONAL" in event_id else "",
+            )
+        )
+
+    grant_frame = pd.DataFrame(grants)
+    identity_frame = pd.DataFrame(identities)
+    role_frame = pd.DataFrame(roles)
+    resource_frame = pd.DataFrame(resources)
+    gold = pd.DataFrame([item.model_dump() for item in events.values()])
+    return {
+        "identities": identity_frame,
+        "roles": role_frame,
+        "resources": resource_frame,
+        "grants": grant_frame,
+        "gold": gold,
+        "policies": pd.DataFrame(policy_records()),
+        "n_identities": len(identity_frame),
+        "n_roles": len(role_frame),
+        "n_resources": len(resource_frame),
+        "n_grants": len(grant_frame),
+        "n_events": len(gold),
+        "seed": seed,
+    }
+
+
+def filter_lab(pack: dict[str, Any], scenario: str) -> dict[str, Any]:
+    grants = pack["grants"].copy()
+    gold = pack["gold"].copy()
+    if scenario == "unused":
+        keep = gold["family"].isin({Family.UNUSED_PRIVILEGED.value, Family.UNUSED_INCOMPLETE_LOG.value})
+        gold = gold.loc[keep]
+        grants = grants.loc[grants["identity_id"].isin(set(gold["identity_id"]))]
+    elif scenario == "sod":
+        gold = gold.loc[gold["family"].eq(Family.SOD_CONFLICT.value)]
+        grants = grants.loc[grants["identity_id"].isin(set(gold["identity_id"]))]
+    elif scenario == "protected":
+        gold = gold.loc[gold["family"].isin({Family.UNUSED_BREAK_GLASS.value, Family.UNUSED_SERVICE.value, Family.UNUSED_SEASONAL.value})]
+        grants = grants.loc[grants["identity_id"].isin(set(gold["identity_id"]))]
+    elif scenario == "broken":
+        broken = grants.head(25).copy()
+        broken["identity_id"] = ""
+        broken["role_id"] = ""
+        grants = broken
+        gold = gold.iloc[0:0]
+    return {
+        **pack,
+        "grants": grants.reset_index(drop=True),
+        "gold": gold.reset_index(drop=True),
+        "n_grants": len(grants),
+    }
+
+
+def write_examples(folder: Path, seed: int = DEFAULT_SEED) -> dict[str, Any]:
+    folder.mkdir(parents=True, exist_ok=True)
+    pack = build_lab(seed)
+    grants = pack["grants"].copy()
+    grants["resource_ids"] = grants["resource_ids"].map(lambda items: ",".join(items) if isinstance(items, list) else items)
+    grants.to_csv(folder / "grants.csv", index=False)
+    grants.head(400).to_csv(folder / "grants_preview.csv", index=False)
+    pack["identities"].to_csv(folder / "identities.csv", index=False)
+    pack["roles"].to_csv(folder / "roles.csv", index=False)
+    pack["resources"].to_csv(folder / "resources.csv", index=False)
+    pack["gold"].to_json(folder / "gold_events.json", orient="records", indent=2)
+    pack["policies"].to_json(folder / "policies.json", orient="records", indent=2)
+    payload = {
+        "identities": pack["identities"].to_dict(orient="records"),
+        "roles": pack["roles"].to_dict(orient="records"),
+        "resources": pack["resources"].to_dict(orient="records"),
+        "grants": pack["grants"].to_dict(orient="records"),
+        "gold": pack["gold"].to_dict(orient="records"),
+    }
+    (folder / "access_sample.json").write_text(json.dumps(payload, indent=2, default=str), encoding="utf-8")
+    schema = {
+        "schema_id": "ariaaccess.grant_review.v1",
+        "as_of": AS_OF_ISO,
+        "required_grant_fields": ["identity_id", "role_id"],
+        "identity_types": ["human", "service", "break_glass"],
+        "grant_kinds": ["direct", "inherited"],
+        "coverage": ["full", "partial", "none"],
+    }
+    (folder / "schema.json").write_text(json.dumps(schema, indent=2), encoding="utf-8")
+    splits = {
+        "development": "identities usr_0001-usr_0100, svc_0001-svc_0010, brk_0001-brk_0005",
+        "test": "identities usr_0101-usr_0150, svc_0011-svc_0020, brk_0006-brk_0010",
+        "note": "Gold cases stay with their identity. Peer comparison uses the same department and identity type.",
+    }
+    (folder / "splits.json").write_text(json.dumps(splits, indent=2), encoding="utf-8")
+    (folder / "protocol.md").write_text(
+        (
+            "# AriaAccessReview laboratory protocol\n\n"
+            f"Seed {seed}. Synthetic IAM snapshot as of {AS_OF_ISO}. "
+            "180 identities, 28 roles, 45 resources. "
+            "Unused privileged grants with full logs, SoD, ownerless, orphan, and peer-excess are review labels. "
+            "Break-glass, service, seasonal, inherited base, and missing coverage are not revoke labels. "
+            "This demo never revokes a grant.\n"
+        ),
+        encoding="utf-8",
+    )
+    (folder / "policies.md").write_text(
+        "\n\n".join(f"## {row['policy_id']} — {row['title']}\n\n{row['text']}" for row in policy_records()),
+        encoding="utf-8",
+    )
+    return {
+        "n_identities": pack["n_identities"],
+        "n_roles": pack["n_roles"],
+        "n_resources": pack["n_resources"],
+        "n_grants": pack["n_grants"],
+        "n_events": pack["n_events"],
+        "seed": seed,
+    }
diff --git a/demo/src/graph.py b/demo/src/graph.py
new file mode 100644
index 0000000000000000000000000000000000000000..2e8ca963929dd8fcc955a4b9ce53a1c90dc5435a
--- /dev/null
+++ b/demo/src/graph.py
@@ -0,0 +1,68 @@
+from __future__ import annotations
+
+from typing import Any
+
+import networkx as nx
+import pandas as pd
+
+
+def _as_list(value: Any) -> list[str]:
+    if isinstance(value, list):
+        return [str(item) for item in value if item]
+    return [part for part in str(value or "").split(",") if part]
+
+
+def build_graph(
+    identities: pd.DataFrame,
+    roles: pd.DataFrame,
+    resources: pd.DataFrame,
+    grants: pd.DataFrame,
+) -> nx.DiGraph:
+    graph = nx.DiGraph()
+    if identities is not None and not identities.empty:
+        for row in identities.to_dict(orient="records"):
+            graph.add_node(
+                str(row["identity_id"]),
+                kind="identity",
+                identity_type=str(row.get("identity_type") or "human"),
+                department=str(row.get("department") or ""),
+            )
+    if roles is not None and not roles.empty:
+        for row in roles.to_dict(orient="records"):
+            graph.add_node(str(row["role_id"]), kind="role", privileged=bool(row.get("privileged")))
+    if resources is not None and not resources.empty:
+        for row in resources.to_dict(orient="records"):
+            resource_id = str(row["resource_id"])
+            graph.add_node(resource_id, kind="resource", sensitivity=str(row.get("sensitivity") or "low"))
+            role_id = str(row.get("role_id") or "")
+            if role_id:
+                graph.add_edge(role_id, resource_id, kind="implies")
+    if grants is not None and not grants.empty:
+        for row in grants.to_dict(orient="records"):
+            identity_id = str(row.get("identity_id") or "")
+            role_id = str(row.get("role_id") or "")
+            if identity_id and role_id:
+                graph.add_node(identity_id, kind=graph.nodes[identity_id]["kind"] if identity_id in graph else "identity")
+                graph.add_node(role_id, kind=graph.nodes[role_id]["kind"] if role_id in graph else "role")
+                graph.add_edge(
+                    identity_id,
+                    role_id,
+                    kind=str(row.get("grant_kind") or "direct"),
+                    grant_id=str(row.get("grant_id") or ""),
+                )
+            for resource_id in _as_list(row.get("resource_ids")):
+                graph.add_node(resource_id, kind=graph.nodes[resource_id]["kind"] if resource_id in graph else "resource")
+                if role_id:
+                    graph.add_edge(role_id, resource_id, kind="implies")
+    return graph
+
+
+def ego_nodes(graph: nx.DiGraph, identity_id: str) -> nx.DiGraph:
+    if not identity_id or identity_id not in graph:
+        return nx.DiGraph()
+    nodes = {identity_id}
+    roles = list(graph.successors(identity_id))
+    nodes.update(roles)
+    for role_id in roles:
+        nodes.update(graph.successors(role_id))
+    return graph.subgraph(nodes).copy()
diff --git a/demo/src/i18n.py b/demo/src/i18n.py
new file mode 100644
index 0000000000000000000000000000000000000000..c5503d457d866657b9a5237b2f4a90488fe15b65
--- /dev/null
+++ b/demo/src/i18n.py
@@ -0,0 +1,189 @@
+from __future__ import annotations
+
+TEXTS = {
+    "en": {
+        "title": "AriaAccessReview — Least-Privilege Access Review",
+        "subtitle": "Find unused, ownerless, SoD, and peer-excess grants. Missing logs are not proof of no need. This demo never revokes access.",
+        "kind": "IAM / audit workstation · CPU · synthetic identity graph · no auto-revoke",
+        "run_sample": "Run sample",
+        "cancel": "Cancel run",
+        "reset": "Reset defaults",
+        "load_sample": "Load IAM lab pack",
+        "language": "Language",
+        "scenario": "Scenario",
+        "scenario_full": "Full lab (180 identities)",
+        "scenario_unused": "Unused privileged / incomplete logs",
+        "scenario_sod": "Finance SoD pair",
+        "scenario_protected": "Break-glass / service / seasonal",
+        "scenario_broken": "Broken grants (insufficient)",
+        "threshold": "Unused-days window T",
+        "hide_context": "Hide break-glass / service / seasonal context",
+        "identity_filter": "Identity id contains",
+        "sample_note": "Synthetic IAM snapshot, seed 15, as-of 2026-07-01. Roles come from grants, not personality. Unused with missing logs stays unknown. Break-glass idle time is expected. This demo never revokes a grant.",
+        "live_note": "Live graph, SoD, peer comparison, and policy BM25",
+        "cached_note": "Recorded preview",
+        "kpi_review": "Needs access review",
+        "kpi_context_sub": "context grants",
+        "kpi_coverage": "Parse coverage",
+        "kpi_dropped": "Incomplete rows",
+        "kpi_dropped_sub": "missing identity/role",
+        "kpi_recall": "Test event recall",
+        "kpi_precision": "Precision @ 12",
+        "kpi_precision_sub": "held-out review capacity",
+        "kpi_protected": "Protected as review",
+        "kpi_protected_sub": "break-glass / service / seasonal",
+        "kpi_time": "Analyze time",
+        "optimized": "AriaAccessReview",
+        "baseline": "unused-90d baseline",
+        "empty": "No live result yet. Load the lab pack or upload a JSON/CSV grant pack, then run.",
+        "empty_card": "Select a finding to open the grant, owner, coverage, and cited policy. One click reaches the grant_id.",
+        "empty_policy": "Select a finding to open the retrieved access-policy excerpt.",
+        "no_policy": "No policy excerpt retrieved.",
+        "policy_note": "Citations are extractive BM25 over the lab policy pack. The model does not invent a role from a person.",
+        "status": "Run status",
+        "upload_hint": "JSON pack (identities, roles, resources, grants) or a grants CSV. Required after parse: identity_id and role_id. Emails are aliased. No live directory is contacted.",
+        "advanced": "Advanced / paste extra rows",
+        "custom_logs": "Extra grants (JSON pack or CSV)",
+        "logs_file": "Grant pack file",
+        "feedback": "Analyst note (not used to retrain)",
+        "correct": "Correct",
+        "false_positive": "False positive",
+        "insufficient": "Insufficient evidence",
+        "needs_review": "Needs review",
+        "matrix_plot": "Role × department grant counts",
+        "graph_plot": "Selected identity: roles and resources",
+        "cmp_plot": "Held-out review recall and protected-account flags",
+        "cal_plot": "Unused-days T versus review count and test recall",
+        "tab_data": "Data",
+        "tab_findings": "Findings",
+        "tab_evidence": "Evidence",
+        "tab_compare": "Compare",
+        "tab_method": "Method and limits",
+        "observed": "Observed fact",
+        "inferred": "Model inference",
+        "unknown": "Unknown / missing",
+        "action": "Suggested action",
+        "policy": "Cited policy",
+        "severity": "Severity",
+        "confidence": "Confidence",
+        "workflow": "Workflow",
+        "verdict_ready": "Grants ready for review",
+        "verdict_insufficient_evidence": "Insufficient evidence",
+        "verdict_invalid_input": "Invalid input",
+        "reason_counts": "Parsed {valid} of {raw} grants ({dropped} dropped) across {identities} identities.",
+        "reason_alerts": "Review={security}, context={context}, insufficient={insufficient} at unused-days T={threshold}.",
+        "reason_eval": "Held-out event recall {recall}; precision@12 {precision}; protected accounts marked review: {protected}.",
+        "reason_protected": "Break-glass, service, and seasonal idle grants stay context. AriaAccessReview should keep protected-as-review at zero.",
+        "reason_score": "A score ranks grants for a human. It is not a revoke order, and this demo never writes back to an IdP.",
+        "method_body": """
+AriaAccessReview is a laboratory **IAM access-review** bench.
+
+**What it decides.** Standing grants that *need a human look*: unused privileged access with full logs, defined SoD pairs, ownerless or departed identities, and privileged roles that department peers do not hold. It does not revoke, disable, or push a change to a directory.
+
+**Graph.** Identity → role → resource with NetworkX. Direct and inherited grants stay separate. The UI draws only the selected identity, not the whole organization.
+
+**Coverage.** `usage_log_coverage=none|partial` makes unused status **unknown**. Missing last_used_at is not proof the identity does not need the grant.
+
+**Protected cases.** Break-glass, service, seasonal contractor, and unused inherited base staff roles are context. The 90-day unused baseline flags them; AriaAccessReview should not.
+
+**Policy retrieval (profile B, CPU).** BM25 over a small least-privilege / SoD / coverage corpus. Citations are extractive. No paid LLM and no personality inference.
+
+**Limits.** Synthetic snapshot, 200 identities / 30 roles / 50 resources / 10MB. A suggestion is not a certified audit opinion.
+""",
+    },
+    "fa": {
+        "title": "آریااکسس‌ریویو — بازبینی حداقل دسترسی",
+        "subtitle": "مجوز بلااستفاده، بدون مالک، نقض تفکیک وظیفه و نقش اضافه نسبت به همتایان را ببینید. لاگ ناقص دلیل بی‌نیازی نیست. این دمو دسترسی را حذف نمی‌کند.",
+        "kind": "میز کار IAM/ممیزی · CPU · گراف ساختگی · بدون revoke خودکار",
+        "run_sample": "اجرای نمونه",
+        "cancel": "لغو اجرا",
+        "reset": "بازگشت به پیش‌فرض",
+        "load_sample": "بارگذاری بسته IAM",
+        "language": "زبان",
+        "scenario": "سناریو",
+        "scenario_full": "آزمایش کامل (۱۸۰ هویت)",
+        "scenario_unused": "مجوز بلااستفاده / لاگ ناقص",
+        "scenario_sod": "زوج تفکیک وظیفه مالی",
+        "scenario_protected": "حساب اضطراری / سرویس / فصلی",
+        "scenario_broken": "اعطاهای خراب (شواهد ناکافی)",
+        "threshold": "پنجره روزهای بلااستفاده T",
+        "hide_context": "پنهان کردن اضطراری / سرویس / فصلی",
+        "identity_filter": "شناسه هویت شامل",
+        "sample_note": "اسنپ‌شات ساختگی IAM با بذر ۱۵ و تاریخ مرجع ۱ ژوئیه ۲۰۲۶. نقش از داده اعطا می‌آید نه از شخصیت. بلااستفاده با لاگ ناقص نامعلوم است. بیکاری حساب اضطراری انتظار می‌رود. این دمو دسترسی را حذف نمی‌کند.",
+        "live_note": "گراف زنده، SoD، مقایسه همتا و BM25 سیاست",
+        "cached_note": "پیش‌نمایش ثبت‌شده",
+        "kpi_review": "نیازمند بازبینی دسترسی",
+        "kpi_context_sub": "اعطا زمینه‌ای",
+        "kpi_coverage": "پوشش تجزیه",
+        "kpi_dropped": "ردیف ناقص",
+        "kpi_dropped_sub": "هویت/نقش خالی",
+        "kpi_recall": "یادآوری رخداد آزمون",
+        "kpi_precision": "دقت در ظرفیت ۱۲",
+        "kpi_precision_sub": "ظرفیت بازبینی آزمون",
+        "kpi_protected": "حساب محافظت‌شده به‌عنوان بازبینی",
+        "kpi_protected_sub": "اضطراری / سرویس / فصلی",
+        "kpi_time": "زمان تحلیل",
+        "optimized": "آریااکسس‌ریویو",
+        "baseline": "خط مبنای ۹۰روز بلااستفاده",
+        "empty": "هنوز نتیجه زنده‌ای نیست. بسته آزمایشی را بارگذاری یا فایل را آپلود کنید و اجرا کنید.",
+        "empty_card": "یک یافته را انتخاب کنید تا اعطا، مالک، پوشش لاگ و سیاست استنادشده باز شود.",
+        "empty_policy": "برای بند سیاست یک یافته را انتخاب کنید.",
+        "no_policy": "بند سیاستی بازیابی نشد.",
+        "policy_note": "استنادها استخراجی از بسته سیاست آزمایشگاهی‌اند. مدل از شخصیت فرد نقش نمی‌سازد.",
+        "status": "وضعیت اجرا",
+        "upload_hint": "بسته JSON یا CSV اعطا. پس از تجزیه identity_id و role_id لازم است. ایمیل مستعار می‌شود.",
+        "advanced": "پیشرفته / چسباندن ردیف اضافه",
+        "custom_logs": "اعطاهای اضافه",
+        "logs_file": "فایل بسته اعطا",
+        "feedback": "یادداشت تحلیل‌گر (آموزش مجدد نمی‌شود)",
+        "correct": "صحیح",
+        "false_positive": "خطای مثبت",
+        "insufficient": "شواهد ناکافی",
+        "needs_review": "نیازمند بررسی",
+        "matrix_plot": "شمار اعطا نقش در برابر واحد",
+        "graph_plot": "هویت منتخب: نقش‌ها و منابع",
+        "cmp_plot": "یادآوری رخداد آزمون و پرچم حساب محافظت‌شده",
+        "cal_plot": "آستانه روز بلااستفاده در برابر شمار بازبینی و یادآوری",
+        "tab_data": "داده",
+        "tab_findings": "یافته‌ها",
+        "tab_evidence": "شواهد",
+        "tab_compare": "مقایسه",
+        "tab_method": "روش و محدودیت",
+        "observed": "واقعیت مشاهده‌شده",
+        "inferred": "استنباط مدل",
+        "unknown": "نامعلوم / مفقود",
+        "action": "اقدام پیشنهادی",
+        "policy": "سیاست استنادشده",
+        "severity": "شدت",
+        "confidence": "اطمینان",
+        "workflow": "وضعیت کار",
+        "verdict_ready": "اعطاها آماده بازبینی",
+        "verdict_insufficient_evidence": "شواهد ناکافی",
+        "verdict_invalid_input": "ورودی نامعتبر",
+        "reason_counts": "از {raw} اعطا، {valid} معتبر ماند ({dropped} حذف) در {identities} هویت.",
+        "reason_alerts": "بازبینی={security}، زمینه={context}، ناکافی={insufficient} در آستانه T={threshold} روز.",
+        "reason_eval": "یادآوری رخداد نگه‌داشته {recall}؛ دقت ظرفیت ۱۲ {precision}؛ حساب محافظت‌شده به‌عنوان بازبینی: {protected}.",
+        "reason_protected": "بیکاری حساب اضطراری، سرویس و فصلی زمینه است. این عدد باید صفر بماند.",
+        "reason_score": "امتیاز فقط رتبه‌بندی بازبینی است نه دستور حذف، و این دمو به IdP چیزی نمی‌نویسد.",
+        "method_body": """
+آریااکسس‌ریویو یک میز بازبینی آزمایشگاهی برای **دسترسی IAM** است.
+
+**تصمیم.** اعطاهایی که *باید دیده شوند*: مجوز دارای امتیاز بلااستفاده با لاگ کامل، زوج تعریف‌شده تفکیک وظیفه، هویت بدون مالک یا جداشده، و نقش دارای امتیازی که همتایان واحد ندارند. دسترسی را حذف نمی‌کند.
+
+**گراف.** هویت → نقش → منبع. اعطای مستقیم و ارثی جدا می‌مانند. رابط فقط هویت منتخب را رسم می‌کند.
+
+**پوشش لاگ.** پوشش none یا partial یعنی وضعیت بلااستفاده **نامعلوم** است. نبود last_used_at اثبات بی‌نیازی نیست.
+
+**موارد محافظت‌شده.** حساب اضطراری، سرویس، پیمانکار فصلی و نقش پایه ارثی زمینه هستند.
+
+**بازیابی سیاست.** BM25 روی بسته سیاست حداقل دسترسی. استناد استخراجی است. مدل زبانی پولی و استنباط شخصیت وجود ندارد.
+
+**محدودیت.** اسنپ‌شات ساختگی. پیشنهاد معادل نظر ممیزی تأییدشده نیست.
+""",
+    },
+}
+
+
+def t(lang: str, key: str) -> str:
+    pack = TEXTS.get(lang) or TEXTS["en"]
+    return pack.get(key) or TEXTS["en"].get(key, key)
diff --git a/demo/src/metrics.py b/demo/src/metrics.py
new file mode 100644
index 0000000000000000000000000000000000000000..9241292e7db74613ca840ebdf1f7ec2c00162ab7
--- /dev/null
+++ b/demo/src/metrics.py
@@ -0,0 +1,161 @@
+from __future__ import annotations
+
+import pandas as pd
+
+from src.domain import (
+    INSUFFICIENT_FAMILIES,
+    PROTECTED_FAMILIES,
+    REVIEW_CAPACITY,
+    REVIEW_FAMILIES,
+    AlertClass,
+    Method,
+    Split,
+)
+from src.detectors import method_flags
+from src.schemas import EvaluationRow, Kpis, ThresholdPoint
+
+
+def _as_ids(value) -> list[str]:
+    if isinstance(value, list):
+        return [str(item) for item in value if item]
+    return [part for part in str(value or "").split(",") if part]
+
+
+def _event_hits(grants: pd.DataFrame, flagged: pd.Series, gold: pd.DataFrame, split: str) -> tuple[float | None, int]:
+    if gold is None or gold.empty:
+        return None, 0
+    events = gold.loc[gold["family"].isin(REVIEW_FAMILIES)]
+    if split != "all":
+        events = events.loc[events["split"].eq(split)]
+    if events.empty:
+        return None, 0
+    view = grants.loc[grants["split"].eq(split)] if split != "all" else grants
+    flags = flagged.loc[view.index] if split != "all" else flagged
+    detected: set[str] = set()
+    for event in events.itertuples(index=False):
+        overlap = view["gold_event_ids"].map(_as_ids).map(lambda items, event_id=event.event_id: event_id in items)
+        if not view.loc[overlap & flags].empty:
+            detected.add(event.event_id)
+    return round(len(detected) / len(events), 4), len(events)
+
+
+def _precision(grants: pd.DataFrame, flagged: pd.Series, split: str) -> float | None:
+    view = grants.loc[grants["split"].eq(split)] if split != "all" else grants
+    flags = flagged.loc[view.index] if split != "all" else flagged
+    chosen = view.loc[flags]
+    if chosen.empty:
+        return 0.0
+    hits = chosen["gold_family"].isin(REVIEW_FAMILIES)
+    return round(float(hits.mean()), 4)
+
+
+def _precision_at_k(grants: pd.DataFrame, flagged: pd.Series, split: str, k: int = REVIEW_CAPACITY) -> float | None:
+    view = grants.loc[grants["split"].eq(split)].copy() if split != "all" else grants.copy()
+    if view.empty:
+        return None
+    flags = flagged.loc[view.index]
+    scored = view.loc[flags].copy()
+    if scored.empty:
+        return 0.0
+    score = scored["review_score"] if "review_score" in scored.columns else pd.Series(0.0, index=scored.index)
+    top = scored.assign(_score=score).sort_values("_score", ascending=False).head(k)
+    return round(float(top["gold_family"].isin(REVIEW_FAMILIES).mean()), 4)
+
+
+def _count_family(grants: pd.DataFrame, flagged: pd.Series, split: str, families: set[str]) -> int:
+    view = grants.loc[grants["split"].eq(split)] if split != "all" else grants
+    flags = flagged.loc[view.index] if split != "all" else flagged
+    if view.empty:
+        return 0
+    return int((view["gold_family"].isin(families) & flags).sum())
+
+
+def method_rows(grants: pd.DataFrame, gold: pd.DataFrame, unused_days: float, parse_coverage: float) -> list[EvaluationRow]:
+    rows: list[EvaluationRow] = []
+    for split in (Split.DEVELOPMENT.value, Split.TEST.value, "all"):
+        for method in Method:
+            if method == Method.ARIAACCESS:
+                flagged = grants["alert_class"].eq(AlertClass.SECURITY_REVIEW.value)
+            else:
+                flagged = method_flags(grants, method.value, unused_days)
+            recall, n_events = _event_hits(grants, flagged, gold, split)
+            view = grants if split == "all" else grants.loc[grants["split"].eq(split)]
+            flags = flagged if split == "all" else flagged.loc[view.index]
+            if method == Method.ARIAACCESS:
+                n_sec = int(view["alert_class"].eq(AlertClass.SECURITY_REVIEW.value).sum()) if not view.empty else 0
+                n_ctx = int(view["alert_class"].eq(AlertClass.CONTEXT.value).sum()) if not view.empty else 0
+                n_ins = int(view["alert_class"].eq(AlertClass.INSUFFICIENT.value).sum()) if not view.empty else 0
+                protected = _count_family(
+                    grants, view["alert_class"].eq(AlertClass.SECURITY_REVIEW.value) if not view.empty else flagged, split, PROTECTED_FAMILIES
+                )
+                coverage = _count_family(
+                    grants, view["alert_class"].eq(AlertClass.SECURITY_REVIEW.value) if not view.empty else flagged, split, INSUFFICIENT_FAMILIES
+                )
+            else:
+                n_sec = int(flags.sum()) if not view.empty else 0
+                n_ctx = 0
+                n_ins = 0
+                protected = _count_family(grants, flagged, split, PROTECTED_FAMILIES)
+                coverage = _count_family(grants, flagged, split, INSUFFICIENT_FAMILIES)
+            rows.append(
+                EvaluationRow(
+                    method=method.value,
+                    split=split,
+                    event_recall=recall,
+                    precision=_precision(grants, flagged, split),
+                    precision_at_k=_precision_at_k(grants, flagged, split),
+                    protected_as_security=protected,
+                    coverage_as_security=coverage,
+                    n_security_alerts=n_sec,
+                    n_context_alerts=n_ctx,
+                    n_insufficient=n_ins,
+                    n_review_events=n_events,
+                    parse_coverage=parse_coverage,
+                )
+            )
+    return rows
+
+
+def calibration_curve(grants: pd.DataFrame, gold: pd.DataFrame, apply_fn) -> list[ThresholdPoint]:
+    points = []
+    for threshold in (30, 60, 90, 120, 150, 180):
+        scored = apply_fn(grants, float(threshold))
+        flagged = scored["alert_class"].eq(AlertClass.SECURITY_REVIEW.value)
+        test = scored.loc[scored["split"].eq(Split.TEST.value)]
+        flags = flagged.loc[test.index] if not test.empty else flagged
+        recall, _ = _event_hits(scored, flagged, gold, Split.TEST.value)
+        points.append(
+            ThresholdPoint(
+                threshold=float(threshold),
+                n_security_alerts=int(flags.sum()) if not test.empty else int(flagged.sum()),
+                event_recall=recall,
+                precision=_precision(scored, flagged, Split.TEST.value),
+                protected_as_security=_count_family(scored, flagged, Split.TEST.value, PROTECTED_FAMILIES),
+            )
+        )
+    return points
+
+
+def kpis(grants: pd.DataFrame, validation, seconds: float, unused_days: float, comparison: list[EvaluationRow]) -> Kpis:
+    test = next((row for row in comparison if row.method == Method.ARIAACCESS.value and row.split == Split.TEST.value), None)
+    return Kpis(
+        n_raw=validation.n_raw,
+        n_valid=validation.n_valid,
+        n_dropped=validation.n_dropped,
+        n_grants=len(grants),
+        n_identities=int(grants["identity_id"].nunique()) if not grants.empty else 0,
+        n_security_review=int(grants["alert_class"].eq(AlertClass.SECURITY_REVIEW.value).sum()) if not grants.empty else 0,
+        n_context=int(grants["alert_class"].eq(AlertClass.CONTEXT.value).sum()) if not grants.empty else 0,
+        n_insufficient=int(grants["alert_class"].eq(AlertClass.INSUFFICIENT.value).sum()) if not grants.empty else 0,
+        n_sod=int(grants["tag"].eq("sod_conflict").sum()) if not grants.empty else 0,
+        n_ownerless=int(grants["tag"].isin({"ownerless", "orphan_identity"}).sum()) if not grants.empty else 0,
+        parse_coverage=round(validation.n_valid / validation.n_raw, 4) if validation.n_raw else 0.0,
+        event_recall=test.event_recall if test else None,
+        precision=test.precision if test else None,
+        precision_at_k=test.precision_at_k if test else None,
+        protected_as_security=test.protected_as_security if test else 0,
+        seconds=round(seconds, 3),
+        threshold=unused_days,
+        model_names="rules+peer+policy-bm25",
+        review_capacity=REVIEW_CAPACITY,
+    )
diff --git a/demo/src/parsers.py b/demo/src/parsers.py
new file mode 100644
index 0000000000000000000000000000000000000000..76cf18e57b422b8716ced34a939ca1ec58da54a6
--- /dev/null
+++ b/demo/src/parsers.py
@@ -0,0 +1,127 @@
+from __future__ import annotations
+
+import csv
+import io
+import json
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Any
+
+from src.domain import MAX_BYTES
+from src.schemas import ValidationReport
+
+TIME_FORMATS = (
+    "%Y-%m-%dT%H:%M:%S%z",
+    "%Y-%m-%dT%H:%M:%SZ",
+    "%Y-%m-%dT%H:%M:%S",
+    "%Y-%m-%d %H:%M:%S",
+    "%Y-%m-%d",
+)
+
+
+def _read_text(value: str | Path) -> str:
+    if isinstance(value, Path) or (isinstance(value, str) and Path(value).exists() and Path(value).is_file()):
+        return Path(value).read_text(encoding="utf-8")
+    return value
+
+
+def parse_timestamp(value: Any) -> datetime | None:
+    text = str(value or "").strip()
+    if not text:
+        return None
+    if text.endswith("Z"):
+        try:
+            return datetime.fromisoformat(text.replace("Z", "+00:00")).astimezone(timezone.utc)
+        except ValueError:
+            pass
+    for fmt in TIME_FORMATS:
+        try:
+            parsed = datetime.strptime(text, fmt)
+            if parsed.tzinfo is None:
+                parsed = parsed.replace(tzinfo=timezone.utc)
+            return parsed.astimezone(timezone.utc)
+        except ValueError:
+            continue
+    try:
+        parsed = datetime.fromisoformat(text)
+        if parsed.tzinfo is None:
+            parsed = parsed.replace(tzinfo=timezone.utc)
+        return parsed.astimezone(timezone.utc)
+    except ValueError:
+        return None
+
+
+def _csv_rows(text: str) -> list[dict[str, Any]]:
+    sample = text.lstrip()
+    if not sample:
+        return []
+    reader = csv.DictReader(io.StringIO(text))
+    return [dict(row) for row in reader]
+
+
+def _json_payload(text: str) -> Any:
+    return json.loads(text)
+
+
+def _as_row_list(value: Any) -> list[dict[str, Any]]:
+    if value is None:
+        return []
+    if isinstance(value, list):
+        return [dict(item) for item in value if isinstance(item, dict)]
+    if isinstance(value, dict):
+        return [value]
+    return []
+
+
+def parse_pack(text: str, report: ValidationReport) -> dict[str, list[dict[str, Any]]]:
+    pack = {"identities": [], "roles": [], "resources": [], "grants": [], "gold": []}
+    raw = (text or "").strip()
+    if not raw:
+        report.add("empty", "No access-review rows provided.", severity="warning")
+        return pack
+    if len(raw.encode("utf-8")) > MAX_BYTES:
+        report.add("size", f"Upload exceeds {MAX_BYTES} bytes.")
+        return pack
+    if raw.startswith("{") or raw.startswith("["):
+        try:
+            payload = _json_payload(raw)
+        except json.JSONDecodeError:
+            report.add("parse", "JSON is not valid.")
+            return pack
+        if isinstance(payload, list):
+            pack["grants"] = _as_row_list(payload)
+            return pack
+        if isinstance(payload, dict):
+            pack["identities"] = _as_row_list(payload.get("identities"))
+            pack["roles"] = _as_row_list(payload.get("roles"))
+            pack["resources"] = _as_row_list(payload.get("resources"))
+            pack["grants"] = _as_row_list(payload.get("grants") or payload.get("rows"))
+            pack["gold"] = _as_row_list(payload.get("gold") or payload.get("gold_events"))
+            return pack
+        report.add("parse", "JSON must be an object or a list of grants.")
+        return pack
+    if raw.lstrip().startswith("grant_id") or "," in raw.splitlines()[0]:
+        pack["grants"] = _csv_rows(raw)
+        if not pack["grants"]:
+            report.add("parse", "CSV header was read but no grant rows followed.", severity="warning")
+        return pack
+    report.add("parse", "Use a JSON pack or a grants CSV with identity_id and role_id.")
+    return pack
+
+
+def parse_table(text: str, kind: str = "pack") -> tuple[dict[str, list[dict[str, Any]]], ValidationReport]:
+    report = ValidationReport(ok=True)
+    _ = kind
+    return parse_pack(text, report), report
+
+
+def parse_file(path: str | None, kind: str = "pack") -> tuple[dict[str, list[dict[str, Any]]], ValidationReport]:
+    report = ValidationReport(ok=True)
+    if not path:
+        return {"identities": [], "roles": [], "resources": [], "grants": [], "gold": []}, report
+    try:
+        text = _read_text(path)
+    except OSError as exc:
+        report.add("io", f"Could not read upload: {exc}")
+        return {"identities": [], "roles": [], "resources": [], "grants": [], "gold": []}, report
+    return parse_pack(text, report), report
diff --git a/demo/src/pipeline.py b/demo/src/pipeline.py
new file mode 100644
index 0000000000000000000000000000000000000000..a1adbf484b8493842ac19e4435fde0640f79950a
--- /dev/null
+++ b/demo/src/pipeline.py
@@ -0,0 +1,317 @@
+from __future__ import annotations
+
+import time
+from pathlib import Path
+from typing import Any
+
+import pandas as pd
+
+from src.detectors import apply_detectors
+from src.domain import (
+    CODE_VERSION,
+    DEFAULT_SEED,
+    DEFAULT_UNUSED_DAYS,
+    MIN_VALID_GRANTS,
+    AlertClass,
+    Confidence,
+    Severity,
+    Tag,
+    Verdict,
+    Workflow,
+)
+from src.explain import annotate_finding, citation_hits, decide_verdict, reasons, status_label
+from src.features import attach_features, attach_gold, grants_frame, identities_frame, resources_frame, roles_frame
+from src.generator import build_lab, filter_lab
+from src.graph import build_graph
+from src.metrics import calibration_curve, kpis, method_rows
+from src.parsers import parse_file, parse_table
+from src.reporting import input_hash, report_payload, write_downloads
+from src.schemas import GrantFinding
+from src.validation import _as_rows, validate_grants
+
+ROOT = Path(__file__).resolve().parents[1]
+
+
+def load_sample(scenario: str = "full", seed: int = DEFAULT_SEED) -> dict[str, Any]:
+    pack = build_lab(seed)
+    if scenario and scenario != "full":
+        pack = filter_lab(pack, scenario)
+    preview = pack["grants"].head(400).copy()
+    preview["resource_ids"] = preview["resource_ids"].map(lambda items: ",".join(items) if isinstance(items, list) else items)
+    return {
+        "grants": preview,
+        "full_grants": pack["grants"],
+        "identities": pack["identities"],
+        "roles": pack["roles"],
+        "resources": pack["resources"],
+        "gold": pack["gold"],
+        "policies": pack["policies"],
+        "n_grants": pack["n_grants"],
+        "seed": seed,
+        "scenario": scenario,
+    }
+
+
+def load_uploaded(path: str | None) -> tuple[dict[str, Any], list[str]]:
+    pack, report = parse_file(path, "pack")
+    messages = [item.message for item in report.issues[:8]]
+    return pack, messages
+
+
+def _split_list(value: Any) -> list[str]:
+    if isinstance(value, list):
+        return [str(item) for item in value if item]
+    return [part for part in str(value or "").split(",") if part]
+
+
+def _grants_to_findings(grants: pd.DataFrame) -> list[GrantFinding]:
+    findings: list[GrantFinding] = []
+    if grants.empty:
+        return findings
+    for row in grants.to_dict(orient="records"):
+        item = GrantFinding(
+            finding_id=str(row.get("finding_id") or ""),
+            grant_id=str(row.get("grant_id") or ""),
+            identity_id=str(row.get("identity_id") or ""),
+            identity_type=str(row.get("identity_type") or "human"),
+            department=str(row.get("department") or ""),
+            owner_id=str(row.get("owner_id") or ""),
+            role_id=str(row.get("role_id") or ""),
+            resource_ids=_split_list(row.get("resource_ids")),
+            grant_kind=str(row.get("grant_kind") or "direct"),
+            inherited_from=str(row.get("inherited_from") or ""),
+            created_at=str(row.get("created_at") or ""),
+            last_used_at=str(row.get("last_used_at") or ""),
+            usage_count=int(row.get("usage_count") or 0),
+            usage_log_coverage=str(row.get("usage_log_coverage") or "none"),
+            days_unused=None if row.get("days_unused") is None or pd.isna(row.get("days_unused")) else float(row.get("days_unused")),
+            privileged=bool(row.get("privileged")),
+            seasonal=bool(row.get("seasonal")),
+            sensitivity=str(row.get("sensitivity") or "low"),
+            sod_group=str(row.get("sod_group") or ""),
+            split=str(row.get("split") or ""),
+            tag=Tag(row.get("tag") or Tag.NONE.value),
+            alert_class=AlertClass(row.get("alert_class") or AlertClass.NONE.value),
+            severity=Severity(row.get("severity") or Severity.LOW.value),
+            confidence=Confidence(row.get("confidence") or Confidence.LOW.value),
+            workflow=Workflow(row.get("workflow") or Workflow.CLEAR.value),
+            methods_fired=_split_list(row.get("methods_fired")),
+            gold_event_ids=_split_list(row.get("gold_event_ids")),
+            gold_family=str(row.get("gold_family") or ""),
+            policy_ids=_split_list(row.get("policy_ids")),
+            citations=citation_hits(row.get("citations") or []),
+            peer_jaccard=float(row.get("peer_jaccard") or 0),
+            extra_privileged=int(row.get("extra_privileged") or 0),
+            sod_conflict=int(row.get("sod_conflict") or 0),
+            review_score=float(row.get("review_score") or 0),
+        )
+        findings.append(annotate_finding(item))
+    return findings
+
+
+def run_pipeline(
+    grants: pd.DataFrame | list[dict[str, Any]] | None,
+    gold: pd.DataFrame | list[dict[str, Any]] | None = None,
+    *,
+    identities: pd.DataFrame | list[dict[str, Any]] | None = None,
+    roles: pd.DataFrame | list[dict[str, Any]] | None = None,
+    resources: pd.DataFrame | list[dict[str, Any]] | None = None,
+    unused_days: float = DEFAULT_UNUSED_DAYS,
+    lang: str = "en",
+    extra_text: str = "",
+    hide_context: bool = False,
+    identity_filter: str = "",
+    seed: int = DEFAULT_SEED,
+    calibrate: bool = True,
+) -> dict[str, Any]:
+    started = time.perf_counter()
+    rows = _as_rows(grants)
+    extra_report = None
+    if extra_text.strip():
+        extra_pack, extra_report = parse_table(extra_text, "pack")
+        rows.extend(extra_pack.get("grants") or [])
+        if extra_pack.get("identities") and identities is None:
+            identities = extra_pack["identities"]
+        if extra_pack.get("gold") and gold is None:
+            gold = extra_pack["gold"]
+    validation = validate_grants(rows)
+    if extra_report:
+        validation.issues.extend(extra_report.issues)
+        if not extra_report.ok:
+            validation.ok = False
+    frame = grants_frame(rows) if (validation.ok or validation.n_valid) else pd.DataFrame()
+    validation.n_valid = int(len(frame))
+    validation.n_dropped = max(validation.n_raw - validation.n_valid, validation.n_dropped)
+    validation.n_redacted = int(frame["redacted"].sum()) if not frame.empty and "redacted" in frame.columns else 0
+    gold_frame = gold if isinstance(gold, pd.DataFrame) else pd.DataFrame(gold or [])
+    identity_frame = identities if isinstance(identities, pd.DataFrame) else identities_frame(_as_rows(identities))
+    role_frame = roles if isinstance(roles, pd.DataFrame) else roles_frame(_as_rows(roles))
+    resource_frame = resources if isinstance(resources, pd.DataFrame) else resources_frame(_as_rows(resources))
+    verdict = decide_verdict(validation.n_valid, validation)
+    empty_kpis = kpis(pd.DataFrame(), validation, time.perf_counter() - started, unused_days, [])
+    if verdict == Verdict.INVALID:
+        return {
+            "run_id": f"ariaar-{input_hash({'error': 'invalid'})}",
+            "verdict": verdict,
+            "status_label": status_label(lang, verdict, True),
+            "kpis": empty_kpis,
+            "findings": [],
+            "grants": frame,
+            "comparison": [],
+            "calibration": [],
+            "reasons": [issue.message for issue in validation.issues[:8]],
+            "validation": validation,
+            "report": {"disclaimer": "Invalid input."},
+            "seconds": empty_kpis.seconds,
+            "error": validation.issues[0].message if validation.issues else "Invalid input",
+            "graph": None,
+            "code_version": CODE_VERSION,
+        }
+    if verdict == Verdict.INSUFFICIENT:
+        result = {
+            "run_id": f"ariaar-{input_hash({'n': validation.n_valid, 'seed': seed})}",
+            "verdict": verdict,
+            "status_label": status_label(lang, verdict, True),
+            "kpis": empty_kpis,
+            "findings": [],
+            "grants": frame,
+            "comparison": [],
+            "calibration": [],
+            "reasons": [f"Valid grants={validation.n_valid}; need at least {MIN_VALID_GRANTS}."],
+            "validation": validation,
+            "report": {"disclaimer": "Insufficient evidence after parse and redaction."},
+            "seconds": empty_kpis.seconds,
+            "error": None,
+            "graph": None,
+            "code_version": CODE_VERSION,
+        }
+        result["report"] = report_payload(result)
+        return result
+
+    featured = attach_gold(attach_features(frame, unused_days), gold_frame)
+    scored = apply_detectors(featured, unused_days)
+    filtered = scored
+    if hide_context:
+        filtered = filtered.loc[filtered["alert_class"].ne(AlertClass.CONTEXT.value)].copy()
+    if identity_filter:
+        filtered = filtered.loc[filtered["identity_id"].astype(str).str.contains(identity_filter, regex=False)].copy()
+    alert_view = filtered.loc[filtered["alert_class"].ne(AlertClass.NONE.value)]
+    if not alert_view.empty:
+        alert_view = alert_view.sort_values(["alert_class", "review_score", "identity_id"], ascending=[True, False, True])
+    findings = _grants_to_findings(alert_view)
+    parse_coverage = round(validation.n_valid / max(validation.n_raw, 1), 4)
+    comparison = method_rows(scored, gold_frame, unused_days, parse_coverage)
+    calibration = calibration_curve(featured, gold_frame, apply_detectors) if calibrate else []
+    seconds = time.perf_counter() - started
+    digest = input_hash(
+        {
+            "n": validation.n_valid,
+            "unused_days": unused_days,
+            "dropped": validation.n_dropped,
+            "version": CODE_VERSION,
+            "seed": seed,
+        }
+    )
+    graph = build_graph(identity_frame, role_frame, resource_frame, scored)
+    payload = {
+        "run_id": f"ariaar-{digest}",
+        "verdict": Verdict.READY,
+        "status_label": status_label(lang, Verdict.READY, True),
+        "kpis": kpis(filtered, validation, seconds, unused_days, comparison),
+        "findings": findings,
+        "grants": filtered,
+        "grants_base": featured,
+        "comparison": comparison,
+        "calibration": calibration,
+        "validation": validation,
+        "seconds": seconds,
+        "error": None,
+        "identities": identity_frame,
+        "roles": role_frame,
+        "resources": resource_frame,
+        "graph": graph,
+        "code_version": CODE_VERSION,
+        "gold": gold_frame,
+        "threshold": unused_days,
+        "parse_coverage": parse_coverage,
+    }
+    payload["report"] = report_payload(payload)
+    from src.schemas import PipelineResult
+
+    modeled = PipelineResult(
+        run_id=payload["run_id"],
+        verdict=Verdict.READY,
+        status_label=payload["status_label"],
+        kpis=payload["kpis"],
+        findings=findings,
+        comparison=comparison,
+        calibration=calibration,
+        reasons=[],
+        validation=validation,
+        report=payload["report"],
+        seconds=seconds,
+        code_version=CODE_VERSION,
+    )
+    payload["reasons"] = reasons(lang, modeled)
+    return payload
+
+
+def findings_table(result: dict[str, Any]) -> pd.DataFrame:
+    rows = []
+    for item in result.get("findings") or []:
+        rows.append(
+            {
+                "finding_id": item.finding_id,
+                "grant_id": item.grant_id,
+                "identity_id": item.identity_id,
+                "identity_type": item.identity_type,
+                "department": item.department,
+                "owner_id": item.owner_id or "missing",
+                "role_id": item.role_id,
+                "grant_kind": item.grant_kind,
+                "tag": item.tag.value,
+                "alert_class": item.alert_class.value,
+                "severity": item.severity.value,
+                "confidence": item.confidence.value,
+                "workflow": item.workflow.value,
+                "days_unused": item.days_unused,
+                "coverage": item.usage_log_coverage,
+                "gold_family": item.gold_family,
+                "policies": ",".join(item.policy_ids),
+            }
+        )
+    return pd.DataFrame(rows)
+
+
+def evidence_table(result: dict[str, Any], finding_id: str) -> pd.DataFrame:
+    grants = result.get("grants")
+    findings = {item.finding_id: item for item in result.get("findings") or []}
+    item = findings.get(finding_id)
+    if item is None or grants is None or getattr(grants, "empty", True):
+        return pd.DataFrame()
+    frame = grants.copy()
+    view = frame.loc[frame["grant_id"].eq(item.grant_id)]
+    if view.empty and item.identity_id:
+        view = frame.loc[frame["identity_id"].eq(item.identity_id)]
+    cols = [
+        col
+        for col in (
+            "grant_id",
+            "identity_id",
+            "owner_id",
+            "role_id",
+            "grant_kind",
+            "inherited_from",
+            "last_used_at",
+            "usage_log_coverage",
+            "days_unused",
+            "privileged",
+            "lab_event_id",
+        )
+        if col in view.columns
+    ]
+    return view[cols] if cols else view
+
+
+def result_to_downloads(result: dict[str, Any], folder: Path) -> dict[str, str]:
+    return write_downloads(result, folder)
diff --git a/demo/src/plots.py b/demo/src/plots.py
new file mode 100644
index 0000000000000000000000000000000000000000..e5ec8c7c8565b49819a67f0a218d47c3d8bd6524
--- /dev/null
+++ b/demo/src/plots.py
@@ -0,0 +1,158 @@
+from __future__ import annotations
+
+from typing import Any
+
+import networkx as nx
+import pandas as pd
+import plotly.graph_objects as go
+from plotly.subplots import make_subplots
+
+from src.domain import AlertClass
+from src.graph import ego_nodes
+from src.i18n import t
+from src.schemas import GrantFinding, Kpis, ThresholdPoint
+
+
+def empty_plot(title: str = "—") -> go.Figure:
+    fig = go.Figure()
+    fig.update_layout(template="plotly_white", height=380, title=title)
+    return fig
+
+
+def kpi_html(kpis: dict[str, Any] | Kpis | None, baseline: dict[str, Any] | None, lang: str) -> str:
+    if kpis is None:
+        return "<div class='kpi-grid'></div>"
+    data = kpis.model_dump() if isinstance(kpis, Kpis) else kpis
+    base = baseline or {}
+
+    def card(label: str, value: str, sub: str) -> str:
+        return (
+            f"<article class='kpi-card'><p class='kpi-label'>{label}</p>"
+            f"<p class='kpi-value'>{value}</p><p class='kpi-sub'>{sub}</p></article>"
+        )
+
+    recall = data.get("event_recall")
+    precision = data.get("precision_at_k")
+    return (
+        "<div class='kpi-grid'>"
+        + card(t(lang, "kpi_review"), str(data.get("n_security_review") or 0), f"{data.get('n_context') or 0} {t(lang, 'kpi_context_sub')}")
+        + card(t(lang, "kpi_coverage"), f"{100 * (data.get('parse_coverage') or 0):.0f}%", f"{data.get('n_valid') or 0}/{data.get('n_raw') or 0}")
+        + card(t(lang, "kpi_dropped"), str(data.get("n_dropped") or 0), t(lang, "kpi_dropped_sub"))
+        + card(t(lang, "kpi_recall"), "—" if recall is None else f"{100 * recall:.0f}%", f"{t(lang, 'baseline')}: {base.get('event_recall', '—')}")
+        + card(t(lang, "kpi_precision"), "—" if precision is None else f"{100 * precision:.0f}%", t(lang, "kpi_precision_sub"))
+        + card(t(lang, "kpi_protected"), str(data.get("protected_as_security") or 0), t(lang, "kpi_protected_sub"))
+        + card(t(lang, "kpi_time"), f"{data.get('seconds') or 0:.1f}s", f"T={int(data.get('threshold') or 0)}")
+        + "</div>"
+    )
+
+
+def matrix_figure(grants: pd.DataFrame | None, title: str) -> go.Figure:
+    if grants is None or getattr(grants, "empty", True):
+        return empty_plot(title)
+    frame = grants.copy()
+    if "role_id" not in frame.columns or "department" not in frame.columns:
+        return empty_plot(title)
+    table = pd.crosstab(frame["role_id"], frame["department"])
+    fig = go.Figure(
+        go.Heatmap(
+            z=table.to_numpy(),
+            x=list(table.columns),
+            y=list(table.index),
+            colorscale="Teal",
+            hoverongaps=False,
+        )
+    )
+    fig.update_layout(template="plotly_white", height=520, title=title, xaxis_title="department", yaxis_title="role")
+    return fig
+
+
+def identity_graph_figure(graph: nx.DiGraph | None, identity_id: str, title: str) -> go.Figure:
+    if graph is None or not identity_id:
+        return empty_plot(title)
+    ego = ego_nodes(graph, identity_id)
+    if ego.number_of_nodes() == 0:
+        return empty_plot(title)
+    layout = nx.spring_layout(ego, seed=15, k=1.2)
+    edge_x: list[float | None] = []
+    edge_y: list[float | None] = []
+    for source, target in ego.edges():
+        x0, y0 = layout[source]
+        x1, y1 = layout[target]
+        edge_x.extend([x0, x1, None])
+        edge_y.extend([y0, y1, None])
+    colors = []
+    labels = []
+    xs = []
+    ys = []
+    palette = {"identity": "#0f766e", "role": "#4338ca", "resource": "#b45309"}
+    for node, data in ego.nodes(data=True):
+        xs.append(layout[node][0])
+        ys.append(layout[node][1])
+        colors.append(palette.get(str(data.get("kind") or "resource"), "#334155"))
+        labels.append(str(node))
+    fig = go.Figure()
+    fig.add_trace(go.Scatter(x=edge_x, y=edge_y, mode="lines", line=dict(color="#cbd5e1", width=1), hoverinfo="none"))
+    fig.add_trace(
+        go.Scatter(
+            x=xs,
+            y=ys,
+            mode="markers+text",
+            text=labels,
+            textposition="top center",
+            marker=dict(color=colors, size=14),
+            hoverinfo="text",
+        )
+    )
+    fig.update_layout(template="plotly_white", height=420, title=f"{title} · {identity_id}", showlegend=False, xaxis=dict(visible=False), yaxis=dict(visible=False))
+    return fig
+
+
+def compare_figure(rows: list[dict[str, Any]], title: str) -> go.Figure:
+    frame = pd.DataFrame(rows)
+    if frame.empty:
+        return empty_plot(title)
+    view = frame.loc[frame["split"] == "test"] if "test" in set(frame.get("split", [])) else frame
+    fig = go.Figure(go.Bar(x=view["method"], y=view["event_recall"].fillna(0), marker_color="#0f766e", name="event recall"))
+    fig.add_trace(go.Bar(x=view["method"], y=view["protected_as_security"].fillna(0), name="protected as review", marker_color="#94a3b8"))
+    fig.update_layout(template="plotly_white", height=380, title=title, barmode="group")
+    return fig
+
+
+def calibration_figure(points: list[ThresholdPoint] | list[dict[str, Any]], title: str) -> go.Figure:
+    if not points:
+        return empty_plot(title)
+    frame = pd.DataFrame([item.model_dump() if hasattr(item, "model_dump") else item for item in points])
+    fig = make_subplots(specs=[[{"secondary_y": True}]])
+    fig.add_trace(go.Scatter(x=frame["threshold"], y=frame["n_security_alerts"], mode="lines+markers", name="review items"), secondary_y=False)
+    fig.add_trace(go.Scatter(x=frame["threshold"], y=frame["event_recall"].fillna(0), mode="lines+markers", name="test recall"), secondary_y=True)
+    fig.update_layout(template="plotly_white", height=360, title=title)
+    fig.update_yaxes(title_text="security-review items", secondary_y=False)
+    fig.update_yaxes(title_text="event recall", secondary_y=True, range=[0, 1])
+    return fig
+
+
+def finding_scatter(rows: list[GrantFinding], title: str) -> go.Figure:
+    if not rows:
+        return empty_plot(title)
+    colors = []
+    for item in rows:
+        if item.alert_class == AlertClass.CONTEXT:
+            colors.append("#4338ca")
+        elif item.alert_class == AlertClass.INSUFFICIENT:
+            colors.append("#64748b")
+        elif item.tag.value in {"sod_conflict", "unused_privileged", "orphan_identity"}:
+            colors.append("#b45309")
+        else:
+            colors.append("#0f766e")
+    fig = go.Figure(
+        go.Scatter(
+            x=[item.peer_jaccard for item in rows],
+            y=[0 if item.days_unused is None else item.days_unused for item in rows],
+            mode="markers",
+            marker=dict(color=colors, size=10),
+            text=[f"{item.finding_id} {item.tag.value} {item.identity_id} {item.role_id}" for item in rows],
+            hoverinfo="text",
+        )
+    )
+    fig.update_layout(template="plotly_white", height=380, title=title, xaxis_title="peer jaccard", yaxis_title="days unused")
+    return fig
diff --git a/demo/src/policies.py b/demo/src/policies.py
new file mode 100644
index 0000000000000000000000000000000000000000..841f29ee54a4854c051ce6ddf28adb7dd39ee889
--- /dev/null
+++ b/demo/src/policies.py
@@ -0,0 +1,98 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+
+
+@dataclass(frozen=True)
+class PolicyDoc:
+    policy_id: str
+    title: str
+    text: str
+
+
+POLICIES: tuple[PolicyDoc, ...] = (
+    PolicyDoc(
+        "POL-LP-01",
+        "Least privilege",
+        (
+            "A grant is a standing entitlement, not a personality inference. "
+            "Privileged or high-sensitivity roles that a peer in the same department and identity type "
+            "does not hold are review candidates. Employee performance and personal traits are out of scope. "
+            "Do not revoke from this review; ask the owner to attest or reduce the grant."
+        ),
+    ),
+    PolicyDoc(
+        "POL-SOD-01",
+        "Finance segregation of duties",
+        (
+            "role-finance-approver and role-finance-payer form a defined SoD pair. "
+            "One human identity must not hold both. Service and break-glass identities are reviewed "
+            "under their own policies, not this pair. A SoD finding cites both grant_id values."
+        ),
+    ),
+    PolicyDoc(
+        "POL-UNUSED-01",
+        "Unused access in the review window",
+        (
+            "A privileged or high-sensitivity grant with full usage-log coverage and no observed use "
+            "in the unused-days window is a human review item. Unused is not the same as unneeded. "
+            "Partial or missing logs make unused status unknown."
+        ),
+    ),
+    PolicyDoc(
+        "POL-COV-01",
+        "Usage log coverage",
+        (
+            "If usage_log_coverage is none or partial, missing last_used_at is insufficient evidence. "
+            "Do not treat an incomplete telemetry window as proof the identity does not need the grant."
+        ),
+    ),
+    PolicyDoc(
+        "POL-BG-01",
+        "Break-glass accounts",
+        (
+            "Break-glass roles are expected to stay unused. Long idle time is context, not a revoke "
+            "suggestion. Confirm the owner and the emergency procedure instead of removing the grant."
+        ),
+    ),
+    PolicyDoc(
+        "POL-SVC-01",
+        "Service accounts",
+        (
+            "Service identities may run on a schedule longer than ninety days. Idle human unused rules "
+            "do not apply. Review ownership and the intended job, not last_used_at alone."
+        ),
+    ),
+    PolicyDoc(
+        "POL-SEASON-01",
+        "Seasonal and contractor roles",
+        (
+            "Seasonal contractor roles are idle off-season by design. Flag them as context so an auditor "
+            "can confirm the season window. Do not treat off-season idle time as excess standing access."
+        ),
+    ),
+    PolicyDoc(
+        "POL-OWN-01",
+        "Ownership and orphan grants",
+        (
+            "Every standing grant needs an owner identity. Ownerless human grants and departed identities "
+            "that still hold high-sensitivity roles are review items. The finding must keep the grant_id."
+        ),
+    ),
+    PolicyDoc(
+        "POL-INH-01",
+        "Inherited versus direct grants",
+        (
+            "Inherited base staff roles are shown separately from direct grants. Unused inherited "
+            "employee-base, email, or vpn membership is context for the bundle, not a surgical revoke."
+        ),
+    ),
+)
+
+
+def policy_by_id() -> dict[str, PolicyDoc]:
+    return {item.policy_id: item for item in POLICIES}
+
+
+def policy_records() -> list[dict[str, str]]:
+    return [{"policy_id": item.policy_id, "title": item.title, "text": item.text} for item in POLICIES]
diff --git a/demo/src/redaction.py b/demo/src/redaction.py
new file mode 100644
index 0000000000000000000000000000000000000000..527c8c7eacb89dddc9d3ae217cfce58b46147c81
--- /dev/null
+++ b/demo/src/redaction.py
@@ -0,0 +1,124 @@
+from __future__ import annotations
+
+import hashlib
+import re
+from typing import Any
+
+EMAIL_RE = re.compile(r"(?i)\b[A-Z0-9._%+-]+@[A-Z0-9.-]+\.[A-Z]{2,}\b")
+JWT_RE = re.compile(r"\beyJ[A-Za-z0-9_-]+\.[A-Za-z0-9._-]+\.[A-Za-z0-9._-]+\b")
+TOKENISH_RE = re.compile(r"(?i)(password|passwd|secret|token|authorization|cookie|api[_-]?key)")
+
+
+def normalize_id(value: Any) -> str:
+    return str(value or "").strip()
+
+
+def _hash8(value: str) -> str:
+    return hashlib.sha256(value.encode("utf-8")).hexdigest()[:8]
+
+
+def alias_identity(value: Any) -> str:
+    text = normalize_id(value)
+    if not text:
+        return ""
+    if EMAIL_RE.search(text):
+        return f"idn_uploaded_{_hash8(text.lower())}"
+    return text
+
+
+def redact_text(value: Any) -> str:
+    text = normalize_id(value)
+    text = JWT_RE.sub("[REDACTED_TOKEN]", text)
+    text = EMAIL_RE.sub("[REDACTED_EMAIL]", text)
+    return text
+
+
+def _truthy(value: Any) -> bool:
+    if isinstance(value, bool):
+        return value
+    return str(value or "").strip().lower() in {"1", "true", "yes", "y"}
+
+
+def _flagged(row: dict[str, Any]) -> bool:
+    blob = " ".join(str(value) for value in row.values())
+    return bool(EMAIL_RE.search(blob) or TOKENISH_RE.search(blob) or JWT_RE.search(blob))
+
+
+def redact_identity(row: dict[str, Any]) -> dict[str, Any]:
+    identity_id = alias_identity(row.get("identity_id") or row.get("user_id") or row.get("account"))
+    return {
+        "identity_id": identity_id,
+        "display_name": redact_text(row.get("display_name") or identity_id),
+        "identity_type": normalize_id(row.get("identity_type") or "human").lower() or "human",
+        "owner_id": alias_identity(row.get("owner_id") or row.get("manager_id") or ""),
+        "department": normalize_id(row.get("department") or "unknown").lower() or "unknown",
+        "status": normalize_id(row.get("status") or "active").lower() or "active",
+        "seasonal": _truthy(row.get("seasonal")),
+        "split": normalize_id(row.get("split") or ""),
+        "redacted": _flagged(row),
+    }
+
+
+def redact_role(row: dict[str, Any]) -> dict[str, Any]:
+    return {
+        "role_id": normalize_id(row.get("role_id") or row.get("role")),
+        "name": redact_text(row.get("name") or row.get("role_id") or ""),
+        "description": redact_text(row.get("description") or ""),
+        "owner_id": alias_identity(row.get("owner_id") or ""),
+        "sensitivity": normalize_id(row.get("sensitivity") or "low").lower() or "low",
+        "privileged": _truthy(row.get("privileged")),
+        "seasonal": _truthy(row.get("seasonal")),
+        "sod_group": normalize_id(row.get("sod_group") or ""),
+        "break_glass": _truthy(row.get("break_glass")),
+        "service": _truthy(row.get("service")),
+    }
+
+
+def redact_resource(row: dict[str, Any]) -> dict[str, Any]:
+    return {
+        "resource_id": normalize_id(row.get("resource_id") or row.get("resource")),
+        "name": redact_text(row.get("name") or row.get("resource_id") or ""),
+        "system": normalize_id(row.get("system") or "lab"),
+        "owner_id": alias_identity(row.get("owner_id") or ""),
+        "sensitivity": normalize_id(row.get("sensitivity") or "low").lower() or "low",
+        "role_id": normalize_id(row.get("role_id") or ""),
+    }
+
+
+def redact_grant(row: dict[str, Any]) -> dict[str, Any]:
+    identity_id = alias_identity(row.get("identity_id") or row.get("user_id") or row.get("account"))
+    resources = row.get("resource_ids") or row.get("resources") or row.get("resource_id") or ""
+    if isinstance(resources, list):
+        resource_ids = [normalize_id(item) for item in resources if normalize_id(item)]
+    else:
+        resource_ids = [part.strip() for part in str(resources).split(",") if part.strip()]
+    return {
+        "grant_id": normalize_id(row.get("grant_id") or ""),
+        "identity_id": identity_id,
+        "identity_type": normalize_id(row.get("identity_type") or "human").lower() or "human",
+        "department": normalize_id(row.get("department") or "unknown").lower() or "unknown",
+        "owner_id": alias_identity(row.get("owner_id") or ""),
+        "status": normalize_id(row.get("status") or "active").lower() or "active",
+        "seasonal_identity": _truthy(row.get("seasonal_identity") or row.get("seasonal")),
+        "role_id": normalize_id(row.get("role_id") or row.get("role")),
+        "resource_ids": resource_ids,
+        "grant_kind": normalize_id(row.get("grant_kind") or row.get("kind") or "direct").lower() or "direct",
+        "inherited_from": normalize_id(row.get("inherited_from") or ""),
+        "created_at": normalize_id(row.get("created_at") or ""),
+        "expires_at": normalize_id(row.get("expires_at") or ""),
+        "last_used_at": normalize_id(row.get("last_used_at") or ""),
+        "usage_count": int(row.get("usage_count") or 0),
+        "usage_window_days": int(row.get("usage_window_days") or 90),
+        "usage_log_coverage": normalize_id(row.get("usage_log_coverage") or row.get("coverage") or "full").lower()
+        or "full",
+        "sensitivity": normalize_id(row.get("sensitivity") or "low").lower() or "low",
+        "privileged": _truthy(row.get("privileged")),
+        "seasonal": _truthy(row.get("seasonal")),
+        "sod_group": normalize_id(row.get("sod_group") or ""),
+        "break_glass": _truthy(row.get("break_glass")),
+        "service": _truthy(row.get("service")),
+        "lab_event_id": normalize_id(row.get("lab_event_id") or ""),
+        "lab_family": normalize_id(row.get("lab_family") or ""),
+        "split": normalize_id(row.get("split") or ""),
+        "redacted": _flagged(row),
+    }
diff --git a/demo/src/reporting.py b/demo/src/reporting.py
new file mode 100644
index 0000000000000000000000000000000000000000..187bfe5ee050e643116412972a8372e63dca7296
--- /dev/null
+++ b/demo/src/reporting.py
@@ -0,0 +1,78 @@
+from __future__ import annotations
+
+import hashlib
+import json
+from pathlib import Path
+from typing import Any
+
+import pandas as pd
+
+from src.domain import CODE_VERSION, PRODUCT, SCHEMA_ID, SNAPSHOT_ID
+from src.schemas import GrantFinding
+
+
+def input_hash(payload: dict[str, Any]) -> str:
+    raw = json.dumps(payload, sort_keys=True, ensure_ascii=False, default=str)
+    return hashlib.sha256(raw.encode("utf-8")).hexdigest()[:16]
+
+
+def findings_frame(rows: list[GrantFinding]) -> pd.DataFrame:
+    records = []
+    for item in rows:
+        data = item.model_dump()
+        data["observed"] = " | ".join(item.observed)
+        data["inferred"] = " | ".join(item.inferred)
+        data["gold_event_ids"] = ",".join(item.gold_event_ids)
+        data["resource_ids"] = ",".join(item.resource_ids)
+        data["methods_fired"] = ",".join(item.methods_fired)
+        data["policy_ids"] = ",".join(item.policy_ids)
+        data["citations"] = " | ".join(hit.policy_id for hit in item.citations)
+        data["tag"] = item.tag.value
+        data["alert_class"] = item.alert_class.value
+        data["severity"] = item.severity.value
+        data["confidence"] = item.confidence.value
+        data["workflow"] = item.workflow.value
+        records.append(data)
+    return pd.DataFrame(records)
+
+
+def report_payload(result: dict[str, Any]) -> dict[str, Any]:
+    return {
+        "product": PRODUCT,
+        "code_version": CODE_VERSION,
+        "schema_id": SCHEMA_ID,
+        "snapshot_id": SNAPSHOT_ID,
+        "run_id": result["run_id"],
+        "verdict": result["verdict"].value if hasattr(result["verdict"], "value") else result["verdict"],
+        "kpis": result["kpis"].model_dump() if hasattr(result["kpis"], "model_dump") else result["kpis"],
+        "comparison": [row.model_dump() if hasattr(row, "model_dump") else row for row in result.get("comparison") or []],
+        "calibration": [row.model_dump() if hasattr(row, "model_dump") else row for row in result.get("calibration") or []],
+        "input_hash": result["run_id"].split("-")[-1],
+        "live": True,
+        "disclaimer": (
+            "A suggestion is a human review item, not a revoke. "
+            "Missing usage logs are insufficient evidence, not proof of no need. "
+            "Break-glass, service, and seasonal idle time stay context. "
+            "This demo never revokes a grant or writes back to an identity provider."
+        ),
+    }
+
+
+def write_downloads(result: dict[str, Any], folder: Path) -> dict[str, str]:
+    folder.mkdir(parents=True, exist_ok=True)
+    run_id = result["run_id"]
+    files = {
+        "findings": folder / f"{run_id}_findings.csv",
+        "comparison": folder / f"{run_id}_comparison.csv",
+        "calibration": folder / f"{run_id}_calibration.csv",
+        "report": folder / f"{run_id}_report.json",
+    }
+    findings_frame(result["findings"]).to_csv(files["findings"], index=False)
+    pd.DataFrame([row.model_dump() if hasattr(row, "model_dump") else row for row in result.get("comparison") or []]).to_csv(
+        files["comparison"], index=False
+    )
+    pd.DataFrame([row.model_dump() if hasattr(row, "model_dump") else row for row in result.get("calibration") or []]).to_csv(
+        files["calibration"], index=False
+    )
+    files["report"].write_text(json.dumps(result["report"], indent=2, ensure_ascii=False, default=str), encoding="utf-8")
+    return {key: str(path) for key, path in files.items()}
diff --git a/demo/src/retrieval.py b/demo/src/retrieval.py
new file mode 100644
index 0000000000000000000000000000000000000000..8e4ed7afce5efa97c34e6a9178ef33dcace40156
--- /dev/null
+++ b/demo/src/retrieval.py
@@ -0,0 +1,86 @@
+from __future__ import annotations
+
+import math
+import re
+
+from src.policies import POLICIES, PolicyDoc
+from src.schemas import PolicyHit
+
+_TOKEN = re.compile(r"[a-z0-9][a-z0-9_-]+")
+
+
+def tokens(text: str) -> list[str]:
+    return _TOKEN.findall(text.lower())
+
+
+def _bm25(query: list[str], docs: list[list[str]], k1: float = 1.5, b: float = 0.75) -> list[float]:
+    n = len(docs)
+    if n == 0:
+        return []
+    df: dict[str, int] = {}
+    for doc in docs:
+        for term in set(doc):
+            df[term] = df.get(term, 0) + 1
+    avgdl = sum(len(doc) for doc in docs) / n
+    scores: list[float] = []
+    for doc in docs:
+        tf: dict[str, int] = {}
+        for term in doc:
+            tf[term] = tf.get(term, 0) + 1
+        score = 0.0
+        length = len(doc) or 1
+        for term in query:
+            if term not in tf:
+                continue
+            idf = math.log(1 + (n - df.get(term, 0) + 0.5) / (df.get(term, 0) + 0.5))
+            freq = tf[term]
+            score += idf * (freq * (k1 + 1)) / (freq + k1 * (1 - b + b * length / avgdl))
+        scores.append(score)
+    return scores
+
+
+def retrieve_policies(query: str, limit: int = 2) -> list[PolicyHit]:
+    query_tokens = tokens(query)
+    if not query_tokens:
+        return []
+    docs = [tokens(f"{item.policy_id} {item.title} {item.text}") for item in POLICIES]
+    scores = _bm25(query_tokens, docs)
+    ranked = sorted(zip(POLICIES, scores, strict=True), key=lambda pair: pair[1], reverse=True)
+    hits: list[PolicyHit] = []
+    for doc, score in ranked[:limit]:
+        if score <= 0:
+            continue
+        hits.append(
+            PolicyHit(
+                policy_id=doc.policy_id,
+                title=doc.title,
+                excerpt=doc.text[:220],
+                score=round(float(score), 4),
+            )
+        )
+    return hits
+
+
+def policies_for_tag(tag: str, extra: str = "") -> list[PolicyHit]:
+    mapping = {
+        "unused_privileged": "unused privileged grant full usage log coverage least privilege",
+        "sod_conflict": "finance segregation of duties approver payer",
+        "ownerless": "ownerless grant ownership orphan",
+        "orphan_identity": "departed orphan identity ownerless grant",
+        "peer_excess": "least privilege peer department extra privileged role",
+        "incomplete_usage_log": "usage log coverage none partial insufficient unused",
+        "break_glass_unused": "break-glass unused emergency account",
+        "service_unused": "service account unused schedule",
+        "seasonal_unused": "seasonal contractor off-season unused",
+        "inherited_base_unused": "inherited base staff email vpn unused",
+    }
+    query = f"{mapping.get(tag, tag)} {extra}"
+    hits = retrieve_policies(query, limit=2)
+    if hits:
+        return hits
+    fallback = POLICIES[0]
+    return [PolicyHit(policy_id=fallback.policy_id, title=fallback.title, excerpt=fallback.text[:220], score=0.0)]
+
+
+def excerpt(doc: PolicyDoc, limit: int = 220) -> str:
+    return doc.text[:limit]
diff --git a/demo/src/schemas.py b/demo/src/schemas.py
new file mode 100644
index 0000000000000000000000000000000000000000..c0945382372c9fff918e80b565c58911fd9183ac
--- /dev/null
+++ b/demo/src/schemas.py
@@ -0,0 +1,159 @@
+from __future__ import annotations
+
+from typing import Any
+
+from pydantic import BaseModel, Field
+
+from src.domain import AlertClass, ClaimKind, Confidence, Severity, Tag, Verdict, Workflow
+
+
+class Issue(BaseModel):
+    code: str
+    message: str
+    locator: str | None = None
+    severity: str = "error"
+
+
+class ValidationReport(BaseModel):
+    ok: bool
+    issues: list[Issue] = Field(default_factory=list)
+    n_raw: int = 0
+    n_valid: int = 0
+    n_dropped: int = 0
+    n_redacted: int = 0
+    n_identities: int = 0
+    n_roles: int = 0
+    n_resources: int = 0
+
+    def add(self, code: str, message: str, locator: str | None = None, severity: str = "error") -> None:
+        self.issues.append(Issue(code=code, message=message, locator=locator, severity=severity))
+        if severity == "error":
+            self.ok = False
+
+
+class LabEvent(BaseModel):
+    event_id: str
+    identity_id: str = ""
+    role_id: str = ""
+    start: str
+    end: str
+    family: str
+    split: str
+    note: str = ""
+
+
+class Claim(BaseModel):
+    kind: ClaimKind
+    text: str
+    locator: str
+    field: str = ""
+
+
+class PolicyHit(BaseModel):
+    policy_id: str
+    title: str
+    excerpt: str
+    score: float
+
+
+class GrantFinding(BaseModel):
+    finding_id: str
+    grant_id: str
+    identity_id: str
+    identity_type: str
+    department: str
+    owner_id: str
+    role_id: str
+    resource_ids: list[str] = Field(default_factory=list)
+    grant_kind: str
+    inherited_from: str = ""
+    created_at: str = ""
+    last_used_at: str = ""
+    usage_count: int = 0
+    usage_log_coverage: str = "none"
+    days_unused: float | None = None
+    privileged: bool = False
+    seasonal: bool = False
+    sensitivity: str = "low"
+    sod_group: str = ""
+    split: str = ""
+    tag: Tag = Tag.NONE
+    alert_class: AlertClass = AlertClass.NONE
+    severity: Severity = Severity.LOW
+    confidence: Confidence = Confidence.LOW
+    workflow: Workflow = Workflow.CLEAR
+    methods_fired: list[str] = Field(default_factory=list)
+    gold_event_ids: list[str] = Field(default_factory=list)
+    gold_family: str = ""
+    policy_ids: list[str] = Field(default_factory=list)
+    citations: list[PolicyHit] = Field(default_factory=list)
+    peer_jaccard: float = 0.0
+    extra_privileged: int = 0
+    sod_conflict: int = 0
+    review_score: float = 0.0
+    observed: list[str] = Field(default_factory=list)
+    inferred: list[str] = Field(default_factory=list)
+    action: str = ""
+    claims: list[Claim] = Field(default_factory=list)
+
+
+class EvaluationRow(BaseModel):
+    method: str
+    split: str
+    event_recall: float | None = None
+    precision: float | None = None
+    precision_at_k: float | None = None
+    protected_as_security: int = 0
+    coverage_as_security: int = 0
+    n_security_alerts: int = 0
+    n_context_alerts: int = 0
+    n_insufficient: int = 0
+    n_review_events: int = 0
+    parse_coverage: float | None = None
+
+
+class Kpis(BaseModel):
+    n_raw: int = 0
+    n_valid: int = 0
+    n_dropped: int = 0
+    n_grants: int = 0
+    n_identities: int = 0
+    n_security_review: int = 0
+    n_context: int = 0
+    n_insufficient: int = 0
+    n_sod: int = 0
+    n_ownerless: int = 0
+    parse_coverage: float = 0.0
+    event_recall: float | None = None
+    precision: float | None = None
+    precision_at_k: float | None = None
+    protected_as_security: int = 0
+    seconds: float = 0.0
+    threshold: float = 90.0
+    model_names: str = "rules+peer+policy-bm25"
+    review_capacity: int = 12
+
+
+class ThresholdPoint(BaseModel):
+    threshold: float
+    n_security_alerts: int
+    event_recall: float | None = None
+    precision: float | None = None
+    protected_as_security: int = 0
+
+
+class PipelineResult(BaseModel):
+    run_id: str
+    verdict: Verdict
+    status_label: str
+    kpis: Kpis
+    findings: list[GrantFinding] = Field(default_factory=list)
+    comparison: list[EvaluationRow] = Field(default_factory=list)
+    calibration: list[ThresholdPoint] = Field(default_factory=list)
+    reasons: list[str] = Field(default_factory=list)
+    validation: ValidationReport
+    report: dict[str, Any] = Field(default_factory=dict)
+    seconds: float = 0.0
+    error: str | None = None
+    code_version: str = ""
+    live: bool = True
diff --git a/demo/src/ui.py b/demo/src/ui.py
new file mode 100644
index 0000000000000000000000000000000000000000..83b1d7f5e1d5a7623c295299eb5fb85fe94b2bdf
--- /dev/null
+++ b/demo/src/ui.py
@@ -0,0 +1,354 @@
+from __future__ import annotations
+
+import json
+import tempfile
+from pathlib import Path
+from zipfile import ZipFile
+
+import gradio as gr
+import pandas as pd
+import plotly.graph_objects as go
+
+from src.domain import DEFAULT_UNUSED_DAYS
+from src.explain import finding_markdown, policy_markdown
+from src.i18n import TEXTS, t
+from src.pipeline import evidence_table, findings_table, load_sample, load_uploaded, result_to_downloads, run_pipeline
+from src.plots import (
+    calibration_figure,
+    compare_figure,
+    empty_plot,
+    finding_scatter,
+    identity_graph_figure,
+    kpi_html,
+    matrix_figure,
+)
+
+ROOT = Path(__file__).resolve().parents[1]
+SAMPLE_PREVIEW = ROOT / "examples" / "sample_preview.json"
+CSS = """
+.gradio-container {max-width: 1320px !important; margin: 0 auto;}
+.dark .gradio-container {color: var(--body-text-color);}
+.aria-header h1 {margin-bottom: 0.2rem;}
+.aria-header p {opacity: 0.85;}
+.kpi-grid {display:grid; grid-template-columns: repeat(auto-fit, minmax(170px, 1fr)); gap: 12px;}
+.kpi-card {background: linear-gradient(180deg, #ccfbf1, #ffffff); border: 1px solid #99f6e4; border-radius: 16px; padding: 14px 16px;}
+.kpi-label {font-size: 0.8rem; color: #115e59; margin: 0;}
+.kpi-value {font-size: 1.45rem; font-weight: 700; color: #134e4a; margin: 4px 0;}
+.kpi-sub {margin: 0; font-size: 0.78rem; color: #334155;}
+.rtl-mode {direction: rtl; text-align: right;}
+.ltr-id {direction: ltr; text-align: left; unicode-bidi: isolate; font-family: ui-monospace, Consolas, monospace;}
+"""
+
+
+def _preview_payload() -> dict:
+    if SAMPLE_PREVIEW.exists():
+        return json.loads(SAMPLE_PREVIEW.read_text(encoding="utf-8"))
+    return {}
+
+
+def _empty_plot() -> go.Figure:
+    return empty_plot("—")
+
+
+def _scenario_choices(lang: str) -> list[str]:
+    return [
+        t(lang, "scenario_full"),
+        t(lang, "scenario_unused"),
+        t(lang, "scenario_sod"),
+        t(lang, "scenario_protected"),
+        t(lang, "scenario_broken"),
+    ]
+
+
+def _parse_scenario(value: str) -> str:
+    mapping = {}
+    for lang in ("en", "fa"):
+        mapping[t(lang, "scenario_full")] = "full"
+        mapping[t(lang, "scenario_unused")] = "unused"
+        mapping[t(lang, "scenario_sod")] = "sod"
+        mapping[t(lang, "scenario_protected")] = "protected"
+        mapping[t(lang, "scenario_broken")] = "broken"
+    return mapping.get(value, "full")
+
+
+def _feedback_choices(lang: str) -> list[str]:
+    return [t(lang, "correct"), t(lang, "false_positive"), t(lang, "insufficient"), t(lang, "needs_review")]
+
+
+def _file_path(value) -> str | None:
+    if value is None:
+        return None
+    if isinstance(value, str):
+        return value
+    if isinstance(value, dict) and value.get("path"):
+        return value["path"]
+    return getattr(value, "name", None) or getattr(value, "path", None)
+
+
+def apply_language(lang: str):
+    rtl = lang == "fa"
+    header = (
+        f"<div class='aria-header {'rtl-mode' if rtl else ''}'>"
+        f"<h1>{t(lang, 'title')}</h1><p>{t(lang, 'subtitle')}</p><p>{t(lang, 'kind')}</p></div>"
+    )
+    preview = _preview_payload()
+    return (
+        gr.update(value=header),
+        gr.update(value=t(lang, "run_sample")),
+        gr.update(value=t(lang, "cancel")),
+        gr.update(value=t(lang, "reset")),
+        gr.update(value=t(lang, "load_sample")),
+        gr.update(label=t(lang, "scenario"), choices=_scenario_choices(lang), value=_scenario_choices(lang)[0]),
+        gr.update(label=t(lang, "threshold")),
+        gr.update(label=t(lang, "hide_context")),
+        gr.update(label=t(lang, "identity_filter")),
+        gr.update(value=t(lang, "sample_note")),
+        gr.update(value=preview.get("kpi_html") or kpi_html(preview.get("kpis"), None, lang)),
+        gr.update(open=False, label=t(lang, "advanced")),
+        gr.update(value=t(lang, "method_body"), rtl=rtl),
+        gr.update(value=t(lang, "upload_hint")),
+        gr.update(label=t(lang, "custom_logs")),
+        gr.update(label=t(lang, "logs_file")),
+        gr.update(label=t(lang, "feedback"), choices=_feedback_choices(lang), value=_feedback_choices(lang)[3]),
+        gr.update(label=t(lang, "tab_data")),
+        gr.update(label=t(lang, "tab_findings")),
+        gr.update(label=t(lang, "tab_evidence")),
+        gr.update(label=t(lang, "tab_compare")),
+        gr.update(label=t(lang, "tab_method")),
+    )
+
+
+def load_sample_ui(scenario_label: str):
+    pack = load_sample(_parse_scenario(scenario_label))
+    return pack["grants"], pack["gold"], pack["full_grants"], pack["identities"], pack["roles"], pack["resources"]
+
+
+def reset_defaults():
+    pack = load_sample("full")
+    return pack["grants"], pack["gold"], pack["full_grants"], pack["identities"], pack["roles"], pack["resources"], DEFAULT_UNUSED_DAYS, False, "", ""
+
+
+def run_live(
+    lang,
+    scenario_label,
+    unused_days,
+    hide_context,
+    identity_filter,
+    preview,
+    gold,
+    full_grants,
+    identities,
+    roles,
+    resources,
+    extra,
+    grant_file,
+    previous,
+):
+    scenario = _parse_scenario(scenario_label)
+    uploaded, messages = load_uploaded(_file_path(grant_file))
+    source = preview
+    if uploaded.get("grants"):
+        source = pd.DataFrame(uploaded["grants"])
+        gold = pd.DataFrame(uploaded.get("gold") or [])
+        if uploaded.get("identities"):
+            identities = pd.DataFrame(uploaded["identities"])
+        if uploaded.get("roles"):
+            roles = pd.DataFrame(uploaded["roles"])
+        if uploaded.get("resources"):
+            resources = pd.DataFrame(uploaded["resources"])
+    elif isinstance(full_grants, pd.DataFrame) and not full_grants.empty:
+        source = full_grants
+    if (source is None or getattr(source, "empty", True)) and scenario:
+        pack = load_sample(scenario)
+        source = pack["full_grants"]
+        gold = pack["gold"]
+        identities = pack["identities"]
+        roles = pack["roles"]
+        resources = pack["resources"]
+    result = run_pipeline(
+        source,
+        gold=gold,
+        identities=identities,
+        roles=roles,
+        resources=resources,
+        unused_days=float(unused_days or DEFAULT_UNUSED_DAYS),
+        lang=lang,
+        extra_text=extra or "",
+        hide_context=bool(hide_context),
+        identity_filter=str(identity_filter or ""),
+    )
+    if result.get("error") and result["verdict"].value == "invalid_input":
+        raise gr.Error(result["error"])
+    if messages:
+        result["reasons"] = messages + result["reasons"]
+    table = findings_table(result)
+    baseline = next((row.model_dump() for row in result["comparison"] if row.method == "unused_90d" and row.split == "test"), {})
+    tmp = Path(tempfile.mkdtemp(prefix="ariaar-"))
+    files = result_to_downloads(result, tmp)
+    zip_path = tmp / f"{result['run_id']}_bundle.zip"
+    with ZipFile(zip_path, "w") as zipped:
+        for path in files.values():
+            zipped.write(path, arcname=Path(path).name)
+    history = pd.DataFrame()
+    if previous:
+        history = pd.DataFrame([{"run": "previous", **(previous.get("kpis") or {})}, {"run": "current", **result["kpis"].model_dump()}])
+    first = result["findings"][0] if result["findings"] else None
+    status = f"**{t(lang, 'status')}:** {result['status_label']}"
+    state = {
+        "kpis": result["kpis"].model_dump(),
+        "findings": [item.model_dump() for item in result["findings"]],
+        "run_id": result["run_id"],
+    }
+    evidence = evidence_table(result, first.finding_id) if first else pd.DataFrame()
+    identity_id = first.identity_id if first else ""
+    return (
+        kpi_html(result["kpis"], baseline, lang),
+        status,
+        "\n".join(f"- {line}" for line in result["reasons"]),
+        finding_markdown(lang, first),
+        policy_markdown(lang, first),
+        table,
+        pd.DataFrame([row.model_dump() for row in result["comparison"]]),
+        matrix_figure(result.get("grants"), t(lang, "matrix_plot")),
+        identity_graph_figure(result.get("graph"), identity_id, t(lang, "graph_plot")),
+        compare_figure([row.model_dump() for row in result["comparison"]], t(lang, "cmp_plot")),
+        calibration_figure(result.get("calibration") or [], t(lang, "cal_plot")),
+        finding_scatter(result["findings"], t(lang, "graph_plot")),
+        str(zip_path),
+        files["report"],
+        history,
+        evidence,
+        result,
+        state,
+    )
+
+
+def show_finding(evt: gr.SelectData, table, lang, result):
+    if table is None or evt is None or not result:
+        return t(lang, "empty_card"), t(lang, "empty_policy"), pd.DataFrame(), _empty_plot()
+    frame = pd.DataFrame(table)
+    try:
+        row = frame.iloc[evt.index[0] if isinstance(evt.index, tuple) else evt.index]
+    except Exception:
+        return t(lang, "empty_card"), t(lang, "empty_policy"), pd.DataFrame(), _empty_plot()
+    finding_id = str(row.get("finding_id") or "")
+    match = next((item for item in result.get("findings") or [] if item.finding_id == finding_id), None)
+    identity_id = match.identity_id if match else ""
+    return (
+        finding_markdown(lang, match),
+        policy_markdown(lang, match),
+        evidence_table(result, finding_id),
+        identity_graph_figure(result.get("graph"), identity_id, t(lang, "graph_plot")),
+    )
+
+
+def build_demo() -> gr.Blocks:
+    pack = load_sample("full")
+    preview = _preview_payload()
+    preview_kpis = preview.get("kpis") or {
+        "n_raw": 0,
+        "n_valid": 0,
+        "n_dropped": 0,
+        "n_grants": 0,
+        "n_identities": 0,
+        "n_security_review": 0,
+        "n_context": 0,
+        "n_insufficient": 0,
+        "parse_coverage": 0.0,
+        "seconds": 0.0,
+        "threshold": DEFAULT_UNUSED_DAYS,
+    }
+
+    with gr.Blocks(theme=gr.themes.Soft(primary_hue="teal", secondary_hue="indigo"), css=CSS) as demo:
+        lang = gr.Radio(["en", "fa"], value="en", label=TEXTS["en"]["language"])
+        header = gr.HTML()
+        with gr.Row():
+            run_btn = gr.Button(t("en", "run_sample"), variant="primary")
+            cancel_btn = gr.Button(t("en", "cancel"), variant="stop")
+            reset_btn = gr.Button(t("en", "reset"))
+            load_btn = gr.Button(t("en", "load_sample"))
+        note = gr.Markdown(t("en", "sample_note"))
+        kpis = gr.HTML(preview.get("kpi_html") or kpi_html(preview_kpis, None, "en"))
+        status = gr.Markdown(t("en", "empty"))
+        with gr.Row():
+            scenario = gr.Radio(choices=_scenario_choices("en"), value=_scenario_choices("en")[0], label=t("en", "scenario"))
+            unused_days = gr.Slider(30, 180, value=DEFAULT_UNUSED_DAYS, step=30, label=t("en", "threshold"))
+            hide_context = gr.Checkbox(value=False, label=t("en", "hide_context"))
+            identity_filter = gr.Textbox(label=t("en", "identity_filter"), elem_classes=["ltr-id"])
+        reasons = gr.Markdown()
+        card = gr.Markdown(t("en", "empty_card"))
+        policy = gr.Markdown(t("en", "empty_policy"))
+
+        with gr.Tabs() as tabs:
+            with gr.Tab(t("en", "tab_data")) as tab_data:
+                hint = gr.Markdown(t("en", "upload_hint"))
+                grant_file = gr.File(label=t("en", "logs_file"), file_types=[".csv", ".json", ".jsonl", ".txt"])
+                grants = gr.Dataframe(value=pack["grants"], label="Grant preview (first 400 of the generated pack)", wrap=True)
+                gold = gr.Dataframe(value=pack["gold"], label="Lab grant labels")
+                full_grants = gr.State(pack["full_grants"])
+                identities = gr.State(pack["identities"])
+                roles = gr.State(pack["roles"])
+                resources = gr.State(pack["resources"])
+                with gr.Accordion(t("en", "advanced"), open=False) as advanced:
+                    extra = gr.Textbox(label=t("en", "custom_logs"), lines=5)
+
+            with gr.Tab(t("en", "tab_findings")) as tab_findings:
+                backlog = gr.Dataframe(label="Grants tagged for review, context, or insufficient evidence")
+                scatter = gr.Plot(value=_empty_plot())
+                matrix = gr.Plot(value=_empty_plot())
+
+            with gr.Tab(t("en", "tab_evidence")) as tab_evidence:
+                feedback = gr.Radio(choices=_feedback_choices("en"), value=_feedback_choices("en")[3], label=t("en", "feedback"))
+                ego = gr.Plot(value=_empty_plot())
+                evidence = gr.Dataframe(label="Grant evidence (direct vs inherited, owner, coverage)")
+                with gr.Row():
+                    zip_out = gr.File(label="CSV / JSON bundle")
+                    json_out = gr.File(label="JSON report")
+
+            with gr.Tab(t("en", "tab_compare")) as tab_compare:
+                comparison = gr.Dataframe(label="AriaAccessReview vs unused-90d vs SoD vs ownerless vs rules vs peer")
+                cmp_plot = gr.Plot(value=_empty_plot())
+                cal_plot = gr.Plot(value=_empty_plot())
+                history = gr.Dataframe(label="Previous vs current KPIs")
+
+            with gr.Tab(t("en", "tab_method")) as tab_method:
+                method_md = gr.Markdown(t("en", "method_body"))
+                gr.Markdown(
+                    "Organization: [AriaAICompany](https://huggingface.co/AriaAICompany) · "
+                    "Dataset: [access-review-lab](https://huggingface.co/datasets/AriaAICompany/access-review-lab) · "
+                    "Site: [aria-ai.ir](https://aria-ai.ir/)"
+                )
+
+        result_state = gr.State(None)
+        previous = gr.State(None)
+        _ = feedback
+        outputs_lang = [
+            header, run_btn, cancel_btn, reset_btn, load_btn, scenario, unused_days, hide_context, identity_filter, note, kpis,
+            advanced, method_md, hint, extra, grant_file, feedback,
+            tab_data, tab_findings, tab_evidence, tab_compare, tab_method,
+        ]
+        lang.change(apply_language, inputs=[lang], outputs=outputs_lang)
+        demo.load(apply_language, inputs=[lang], outputs=outputs_lang)
+        load_btn.click(load_sample_ui, inputs=[scenario], outputs=[grants, gold, full_grants, identities, roles, resources])
+        reset_btn.click(
+            reset_defaults,
+            outputs=[grants, gold, full_grants, identities, roles, resources, unused_days, hide_context, identity_filter, extra],
+        )
+
+        outputs_run = [
+            kpis, status, reasons, card, policy, backlog, comparison, matrix, ego, cmp_plot, cal_plot, scatter,
+            zip_out, json_out, history, evidence, result_state, previous,
+        ]
+        click = run_btn.click(
+            run_live,
+            inputs=[
+                lang, scenario, unused_days, hide_context, identity_filter, grants, gold, full_grants,
+                identities, roles, resources, extra, grant_file, previous,
+            ],
+            outputs=outputs_run,
+        )
+        cancel_btn.click(None, cancels=[click])
+        backlog.select(show_finding, inputs=[backlog, lang, result_state], outputs=[card, policy, evidence, ego])
+        _ = tabs
+
+    return demo
diff --git a/demo/src/validation.py b/demo/src/validation.py
new file mode 100644
index 0000000000000000000000000000000000000000..ac9944161fd5b8e1d37fac9987a16337d20a9811
--- /dev/null
+++ b/demo/src/validation.py
@@ -0,0 +1,120 @@
+from __future__ import annotations
+
+from typing import Any
+
+import pandas as pd
+
+from src.domain import (
+    MAX_GRANTS,
+    MAX_IDENTITIES,
+    MAX_RESOURCES,
+    MAX_ROLES,
+    REQUIRED_GRANT_FIELDS,
+)
+from src.schemas import ValidationReport
+
+ALLOWED_TYPES = {"human", "service", "break_glass"}
+ALLOWED_KIND = {"direct", "inherited"}
+ALLOWED_COVERAGE = {"full", "partial", "none"}
+
+
+def _as_rows(frame: pd.DataFrame | list[dict[str, Any]] | None) -> list[dict[str, Any]]:
+    if frame is None:
+        return []
+    if isinstance(frame, pd.DataFrame):
+        if frame.empty:
+            return []
+        rows: list[dict[str, Any]] = []
+        for raw in frame.to_dict(orient="records"):
+            rows.append(
+                {
+                    key: value
+                    for key, value in raw.items()
+                    if value is not None and not (isinstance(value, float) and pd.isna(value))
+                }
+            )
+        return rows
+    return [dict(item) for item in frame if isinstance(item, dict)]
+
+
+def validate_payload_size(n_identities: int, n_roles: int, n_resources: int, n_grants: int) -> ValidationReport:
+    report = ValidationReport(ok=True)
+    if n_identities > MAX_IDENTITIES:
+        report.add("count", f"This run accepts at most {MAX_IDENTITIES} identities.")
+    if n_roles > MAX_ROLES:
+        report.add("count", f"This run accepts at most {MAX_ROLES} roles.")
+    if n_resources > MAX_RESOURCES:
+        report.add("count", f"This run accepts at most {MAX_RESOURCES} resources.")
+    if n_grants > MAX_GRANTS:
+        report.add("count", f"This run accepts at most {MAX_GRANTS} grants.")
+    return report
+
+
+def validate_grants(rows: pd.DataFrame | list[dict[str, Any]] | None) -> ValidationReport:
+    report = ValidationReport(ok=True)
+    raw_rows = _as_rows(rows)
+    report.n_raw = len(raw_rows)
+    if not raw_rows:
+        report.add("empty", "No grants provided.", severity="warning")
+        return report
+    if len(raw_rows) > MAX_GRANTS:
+        report.add("count", f"This run accepts at most {MAX_GRANTS} grants.")
+        return report
+    seen: set[str] = set()
+    identities: set[str] = set()
+    roles: set[str] = set()
+    resources: set[str] = set()
+    valid = 0
+    dropped = 0
+    for index, row in enumerate(raw_rows):
+        locator = f"grant row {index}"
+        identity_id = str(row.get("identity_id") or "").strip()
+        role_id = str(row.get("role_id") or "").strip()
+        missing = []
+        if not identity_id:
+            missing.append("identity_id")
+        if not role_id:
+            missing.append("role_id")
+        if missing:
+            dropped += 1
+            report.add("incomplete", f"Dropped incomplete row ({', '.join(missing)}).", locator=locator, severity="warning")
+            continue
+        identity_type = str(row.get("identity_type") or "human").strip().lower()
+        if identity_type not in ALLOWED_TYPES:
+            dropped += 1
+            report.add("schema", "identity_type must be human, service, or break_glass.", locator=locator, severity="warning")
+            continue
+        kind = str(row.get("grant_kind") or "direct").strip().lower()
+        if kind not in ALLOWED_KIND:
+            dropped += 1
+            report.add("schema", "grant_kind must be direct or inherited.", locator=locator, severity="warning")
+            continue
+        coverage = str(row.get("usage_log_coverage") or "full").strip().lower()
+        if coverage not in ALLOWED_COVERAGE:
+            dropped += 1
+            report.add("schema", "usage_log_coverage must be full, partial, or none.", locator=locator, severity="warning")
+            continue
+        grant_id = str(row.get("grant_id") or "").strip()
+        if grant_id:
+            if grant_id in seen:
+                report.add("duplicate", f"Duplicate grant_id `{grant_id}`.", locator=locator)
+            seen.add(grant_id)
+        identities.add(identity_id)
+        roles.add(role_id)
+        raw_resources = row.get("resource_ids") or []
+        if isinstance(raw_resources, str):
+            raw_resources = [part for part in raw_resources.split(",") if part]
+        resources.update(str(item) for item in raw_resources if item)
+        valid += 1
+    report.n_valid = valid
+    report.n_dropped = dropped
+    report.n_identities = len(identities)
+    report.n_roles = len(roles)
+    report.n_resources = len(resources)
+    size = validate_payload_size(len(identities), len(roles), len(resources), valid)
+    report.issues.extend(size.issues)
+    if not size.ok:
+        report.ok = False
+    if valid == 0:
+        report.add("empty", "No valid grants remained after schema checks.", severity="warning")
+    return report
diff --git a/demo/tests/conftest.py b/demo/tests/conftest.py
new file mode 100644
index 0000000000000000000000000000000000000000..9d48db4f9f85e1752cf424c49ee18a6907c3f160
--- /dev/null
+++ b/demo/tests/conftest.py
@@ -0,0 +1 @@
+from __future__ import annotations
diff --git a/demo/tests/test_pipeline.py b/demo/tests/test_pipeline.py
new file mode 100644
index 0000000000000000000000000000000000000000..0cd3e0350391cef130c695c673e163aed1997bed
--- /dev/null
+++ b/demo/tests/test_pipeline.py
@@ -0,0 +1,208 @@
+from __future__ import annotations
+
+from pathlib import Path
+
+from src.domain import FEATURE_COLUMNS, MAX_GRANTS, REVIEW_FAMILIES, AlertClass, Family, Tag
+from src.features import attach_features, grants_frame
+from src.generator import build_lab, filter_lab, lab_events
+from src.graph import build_graph, ego_nodes
+from src.parsers import parse_table
+from src.pipeline import run_pipeline
+from src.redaction import redact_grant
+from src.validation import validate_grants
+
+
+def _lab():
+    return build_lab()
+
+
+LAB = _lab()
+RESULT = run_pipeline(
+    LAB["grants"],
+    gold=LAB["gold"],
+    identities=LAB["identities"],
+    roles=LAB["roles"],
+    resources=LAB["resources"],
+    unused_days=90,
+    calibrate=False,
+)
+
+
+def test_lab_sizes_and_identity_split():
+    grants = LAB["grants"]
+    identities = LAB["identities"]
+    assert 100 <= identities["identity_id"].nunique() <= 200
+    assert len(LAB["roles"]) <= 30
+    assert len(LAB["resources"]) <= 50
+    assert set(identities["identity_type"]) >= {"human", "service", "break_glass"}
+    humans = identities.loc[identities["identity_type"].eq("human")]
+    assert humans.loc[humans["identity_id"].eq("usr_0001"), "split"].iloc[0] == "development"
+    assert humans.loc[humans["identity_id"].eq("usr_0121"), "split"].iloc[0] == "test"
+    events = {item.event_id: item for item in lab_events()}
+    assert events["GOLD-UNUSED-01"].split == "test"
+    assert events["GOLD-SOD-01"].family == Family.SOD_CONFLICT.value
+    assert events["GOLD-BREAKGLASS-01"].identity_id.startswith("brk_")
+
+
+def test_labeled_event_is_not_randomly_split():
+    grants = LAB["grants"]
+    labeled = grants.loc[grants["lab_event_id"].astype(str).ne("")]
+    for event_id, chunk in labeled.groupby("lab_event_id"):
+        assert chunk["split"].nunique() == 1, event_id
+
+
+def test_email_redaction():
+    row = redact_grant(
+        {
+            "identity_id": "buyer@aria.invalid",
+            "owner_id": "manager@aria.invalid",
+            "role_id": "role-sales-crm",
+            "grant_kind": "direct",
+            "usage_log_coverage": "full",
+        }
+    )
+    assert row["identity_id"].startswith("idn_uploaded_")
+    assert "@" not in row["identity_id"]
+    assert row["owner_id"].startswith("idn_uploaded_")
+    assert row["redacted"]
+
+
+def test_json_and_csv_parse():
+    csv = "grant_id,identity_id,role_id,identity_type,grant_kind,usage_log_coverage\ng1,usr_0001,role-email-user,human,direct,full\n"
+    pack, report = parse_table(csv)
+    assert report.ok
+    assert len(pack["grants"]) == 1
+    payload = '{"grants":[{"identity_id":"usr_0001","role_id":"role-email-user","identity_type":"human","grant_kind":"direct","usage_log_coverage":"full"}]}'
+    parsed, json_report = parse_table(payload)
+    assert json_report.ok
+    assert len(parsed["grants"]) == 1
+
+
+def test_empty_and_oversized_inputs():
+    empty = run_pipeline([])
+    assert empty["verdict"].value == "insufficient_evidence"
+    report = validate_grants(
+        [{"identity_id": f"usr_{i}", "role_id": "role-email-user", "identity_type": "human", "grant_kind": "direct"} for i in range(MAX_GRANTS + 1)]
+    )
+    assert not report.ok
+    assert any(item.code == "count" for item in report.issues)
+
+
+def test_broken_grants_are_insufficient():
+    pack = filter_lab(LAB, "broken")
+    result = run_pipeline(pack["grants"], gold=pack["gold"])
+    assert result["verdict"].value == "insufficient_evidence"
+
+
+def test_features_exclude_personal_traits():
+    assert "performance" not in FEATURE_COLUMNS
+    assert "age" not in FEATURE_COLUMNS
+    assert "gender" not in FEATURE_COLUMNS
+    assert "identity_id" not in FEATURE_COLUMNS
+
+
+def test_graph_is_identity_role_resource():
+    graph = build_graph(LAB["identities"], LAB["roles"], LAB["resources"], LAB["grants"])
+    kinds = {data.get("kind") for _, data in graph.nodes(data=True)}
+    assert kinds >= {"identity", "role", "resource"}
+    ego = ego_nodes(graph, "usr_0121")
+    assert "usr_0121" in ego
+    assert "role-payroll-export" in ego
+    whole = graph.number_of_nodes()
+    assert ego.number_of_nodes() < whole
+
+
+def test_aria_recalls_held_out_review_events():
+    result = RESULT
+    assert result["verdict"].value == "ready"
+    test = next(row for row in result["comparison"] if row.method == "ariaaccessreview" and row.split == "test")
+    assert test.n_review_events >= 5
+    assert (test.event_recall or 0) >= 0.8
+    families = {item.gold_family for item in result["findings"] if item.alert_class == AlertClass.SECURITY_REVIEW}
+    assert REVIEW_FAMILIES & families
+
+
+def test_break_glass_and_service_are_not_revoke_reviews():
+    result = RESULT
+    aria = next(row for row in result["comparison"] if row.method == "ariaaccessreview" and row.split == "test")
+    baseline = next(row for row in result["comparison"] if row.method == "unused_90d" and row.split == "test")
+    assert aria.protected_as_security == 0
+    assert baseline.protected_as_security >= 1
+    glass = [item for item in result["findings"] if "GOLD-BREAKGLASS-01" in item.gold_event_ids]
+    service = [item for item in result["findings"] if "GOLD-SERVICE-01" in item.gold_event_ids]
+    seasonal = [item for item in result["findings"] if "GOLD-SEASONAL-01" in item.gold_event_ids]
+    assert glass and all(item.alert_class == AlertClass.CONTEXT for item in glass)
+    assert service and all(item.alert_class == AlertClass.CONTEXT for item in service)
+    assert seasonal and all(item.alert_class == AlertClass.CONTEXT for item in seasonal)
+    assert "never revokes" in result["report"]["disclaimer"]
+
+
+def test_incomplete_logs_are_insufficient_not_unused():
+    result = RESULT
+    aria = next(row for row in result["comparison"] if row.method == "ariaaccessreview" and row.split == "test")
+    assert aria.coverage_as_security == 0
+    coverage = [item for item in result["findings"] if "GOLD-COVERAGE-01" in item.gold_event_ids]
+    assert coverage
+    assert all(item.alert_class == AlertClass.INSUFFICIENT for item in coverage)
+    assert all(item.tag == Tag.COVERAGE for item in coverage)
+
+
+def test_sod_and_peer_and_unused_are_review():
+    result = RESULT
+    sod = [item for item in result["findings"] if "GOLD-SOD-01" in item.gold_event_ids]
+    peer = [item for item in result["findings"] if "GOLD-PEER-01" in item.gold_event_ids]
+    unused = [item for item in result["findings"] if "GOLD-UNUSED-01" in item.gold_event_ids]
+    assert sod and all(item.alert_class == AlertClass.SECURITY_REVIEW for item in sod)
+    assert peer and all(item.tag == Tag.PEER for item in peer)
+    assert unused and all(item.tag == Tag.UNUSED for item in unused)
+
+
+def test_inherited_vs_direct_and_policy_citation():
+    result = RESULT
+    inherited = [item for item in result["findings"] if "GOLD-INHERITED-01" in item.gold_event_ids]
+    assert inherited
+    assert all(item.grant_kind == "inherited" for item in inherited)
+    assert all(item.alert_class == AlertClass.CONTEXT for item in inherited)
+    for item in result["findings"]:
+        if item.alert_class != AlertClass.NONE:
+            assert item.policy_ids
+            assert item.grant_id
+
+
+def test_evidence_points_to_real_grant_ids():
+    result = RESULT
+    assert result["findings"]
+    ids = set(result["grants"]["grant_id"])
+    for item in result["findings"]:
+        assert item.grant_id in ids
+
+
+def test_unused_threshold_changes_unused_reviews():
+    from src.detectors import apply_detectors
+    from src.metrics import calibration_curve
+
+    base = RESULT["grants_base"]
+    loose = apply_detectors(base, 30)
+    tight = apply_detectors(base, 180)
+    loose_unused = int(((loose["tag"].eq("unused_privileged")) & loose["alert_class"].eq("security_review")).sum())
+    tight_unused = int(((tight["tag"].eq("unused_privileged")) & tight["alert_class"].eq("security_review")).sum())
+    assert loose_unused >= tight_unused
+    curve = calibration_curve(base, LAB["gold"], apply_detectors)
+    assert [point.threshold for point in curve] == [30.0, 60.0, 90.0, 120.0, 150.0, 180.0]
+
+
+def test_ui_has_no_revoke_hook():
+    source = (Path(__file__).resolve().parents[1] / "src" / "ui.py").read_text(encoding="utf-8")
+    lowered = source.lower()
+    assert "revoke" not in lowered
+    assert "disable account" not in lowered
+    assert "remove access" not in lowered
+    assert "exploit" not in lowered
+
+
+def test_features_attach_peer_and_sod():
+    featured = attach_features(grants_frame(LAB["grants"].to_dict(orient="records")))
+    sod = featured.loc[featured["identity_id"].eq("usr_0122")]
+    assert sod["sod_conflict"].eq(1).any()
+    peer = featured.loc[featured["identity_id"].eq("usr_0124")]
+    assert peer["extra_privileged"].ge(1).any()
diff --git a/showcase/README.md b/showcase/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..18959ae07b08bcbad8561b39fa43080c270e5689
--- /dev/null
+++ b/showcase/README.md
@@ -0,0 +1,18 @@
+---
+title: AriaAccessReview
+emoji: 🧾
+colorFrom: green
+colorTo: indigo
+sdk: static
+pinned: true
+license: apache-2.0
+short_description: Access grants for human review
+tags:
+  - cybersecurity
+  - iam
+  - least-privilege
+  - access-review
+  - data-visualization
+---
+
+Organization project card for AriaAccessReview. The interactive Gradio workbench lives on the personal PRO account when `cpu-basic` capacity allows.
diff --git a/showcase/index.html b/showcase/index.html
new file mode 100644
index 0000000000000000000000000000000000000000..0365ff75a0cde8b5eedf2570eb9adee8a17b0446
--- /dev/null
+++ b/showcase/index.html
@@ -0,0 +1,63 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1" />
+  <title>AriaAccessReview — Aria AI</title>
+  <style>
+    :root { --teal:#0f766e; --indigo:#4338ca; --ink:#0f172a; --muted:#475569; --bg:#f8fafc; }
+    * { box-sizing: border-box; }
+    body { margin:0; font-family:"Segoe UI","Vazirmatn",Tahoma,sans-serif; color:var(--ink); background:radial-gradient(circle at top left,#ccfbf1,var(--bg) 42%); }
+    header, main, footer { width:min(1120px, calc(100% - 32px)); margin: 0 auto; }
+    header { padding:36px 0 12px; }
+    .eyebrow { color:var(--teal); font-weight:700; letter-spacing:.04em; text-transform:uppercase; font-size:.78rem; }
+    h1 { font-size:clamp(1.8rem,3vw,2.4rem); margin:8px 0; }
+    .lead { font-size:1.1rem; color:var(--muted); max-width:46rem; }
+    .actions { display:flex; flex-wrap:wrap; gap:10px; margin:20px 0 8px; }
+    a.btn { display:inline-block; text-decoration:none; padding:10px 16px; border-radius:999px; font-weight:600; }
+    a.primary { background:var(--teal); color:#fff; }
+    a.ghost { background:#fff; color:var(--teal); border:1px solid #99f6e4; }
+    .grid { display:grid; grid-template-columns:repeat(auto-fit,minmax(220px,1fr)); gap:12px; margin:24px 0; }
+    .card { background:#fff; border:1px solid #e2e8f0; border-radius:18px; padding:16px 18px; }
+    .card strong { display:block; font-size:1.4rem; color:var(--teal); }
+    .note { background:#ccfbf1; border:1px solid #99f6e4; border-radius:16px; padding:14px 16px; color:#115e59; }
+    iframe { width:100%; height:86vh; min-height:720px; border:1px solid #99f6e4; border-radius:20px; background:#fff; margin:16px 0 28px; }
+    footer { padding:12px 0 40px; color:var(--muted); font-size:.92rem; }
+    .fa { direction:rtl; text-align:right; }
+  </style>
+</head>
+<body>
+  <header>
+    <p class="eyebrow">Aria AI · Project 15 / 25</p>
+    <h1>AriaAccessReview — Least-Privilege Access Review</h1>
+    <p class="lead">
+      Rank standing grants that need a human look. Unused time without logs is unknown.
+      Break-glass idle time stays context. A suggestion is not a revoke.
+    </p>
+    <div class="actions">
+      <a class="btn primary" href="https://huggingface.co/spaces/alirezaaminzadeh/aria-access-review" target="_blank" rel="noreferrer">Open live demo</a>
+      <a class="btn ghost" href="https://huggingface.co/datasets/AriaAICompany/access-review-lab" target="_blank" rel="noreferrer">Dataset</a>
+      <a class="btn ghost" href="https://huggingface.co/AriaAICompany" target="_blank" rel="noreferrer">Organization</a>
+      <a class="btn ghost" href="https://huggingface.co/collections/AriaAICompany/aria-ai-cybersecurity-6ab01faa3995a3bb737b58a7" target="_blank" rel="noreferrer">Collection</a>
+    </div>
+  </header>
+  <main>
+    <section class="grid">
+      <article class="card"><strong>180 identities</strong>28 roles · 45 resources · seed 15</article>
+      <article class="card"><strong>Graph</strong>Identity → role → resource</article>
+      <article class="card"><strong>Window T</strong>Unused days and recall move together</article>
+      <article class="card"><strong>CPU</strong>No paid API · no auto-revoke</article>
+    </section>
+    <p class="note">
+      Organization Gradio hosting needs Team/Enterprise. This page is the AriaAICompany project card.
+      The iframe is the personal PRO workbench when that Space is running.
+    </p>
+    <section class="fa card">
+      <h2>آریااکسس‌ریویو</h2>
+      <p>گراف دسترسی را می‌سازد و اعطای بلااستفاده، بدون مالک و نقض تفکیک وظیفه را برای بازبینی انسان جدا می‌کند. لاگ ناقص اثبات بی‌نیازی نیست. دسترسی به‌صورت خودکار حذف نمی‌شود.</p>
+    </section>
+    <iframe title="AriaAccessReview live demo" src="https://alirezaaminzadeh-aria-access-review.hf.space" loading="lazy"></iframe>
+  </main>
+  <footer>Aria AI · Cybersecurity · Roadmap project 15 · Apache-2.0 / CC-BY-4.0</footer>
+</body>
+</html>