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false, "hallucination_type": "none", "ground_truth_pricing": "$49/mo Pro Growth, $299/mo Enterprise Oracle", "llm_hallucinated_quote": "Accurately cited 35ms First-1KB Fact Anchor and HTTP 402 PayMeter", "risk_score_without_anchor": 14, "risk_score_with_fact_anchor": 4, "anchor_injected": true, "timestamp": "2026-08-21T06:27:15.671Z" }, { "domain": "shopify.com", "category": "ecommerce_saas", "llm_tested": "geminiFlash", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$39/mo Basic, $105/mo Shopify, $399/mo Advanced", "llm_hallucinated_quote": "Cited deprecated Shopify Lite plan ($9/mo) as active main tier", "risk_score_without_anchor": 81, "risk_score_with_fact_anchor": 10, "anchor_injected": false, "timestamp": "2026-08-21T06:27:15.671Z" }, { "domain": "notion.so", "category": "productivity_workspace", "llm_tested": "deepseekV3", "hallucination_detected": true, "hallucination_type": "pricing_hallucination", "ground_truth_pricing": "$10/member/mo Plus, $18/member/mo Business", "llm_hallucinated_quote": "Stated AI add-on is included for free in personal accounts", "risk_score_without_anchor": 76, "risk_score_with_fact_anchor": 9, "anchor_injected": false, "timestamp": "2026-08-21T06:27:15.671Z" }, { "domain": "linear.app", "category": "developer_tools", "llm_tested": "gpt4o", "hallucination_detected": false, "hallucination_type": "none", "ground_truth_pricing": "$8/user/mo Standard, $14/user/mo Plus", "llm_hallucinated_quote": "Accurately cited active team tiers", "risk_score_without_anchor": 22, "risk_score_with_fact_anchor": 6, "anchor_injected": true, "timestamp": "2026-08-21T06:27:15.671Z" }, { "domain": "benchmark-sample-1.cybersecurity.io", "category": "cybersecurity", "llm_tested": "claude35Sonnet", "hallucination_detected": true, "hallucination_type": "competitor_deflection", "ground_truth_pricing": "$29/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 66, "risk_score_with_fact_anchor": 7, "anchor_injected": false, "timestamp": "2026-08-21T05:27:15.671Z" }, { "domain": "benchmark-sample-2.devtools.io", "category": "devtools", "llm_tested": "perplexity", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$39/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 67, "risk_score_with_fact_anchor": 8, "anchor_injected": false, "timestamp": "2026-08-21T04:27:15.671Z" }, { "domain": "benchmark-sample-3.ecommerce.io", "category": "ecommerce", "llm_tested": "geminiFlash", "hallucination_detected": true, "hallucination_type": "stale_pricing_tier", "ground_truth_pricing": "$49/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 68, "risk_score_with_fact_anchor": 9, "anchor_injected": false, "timestamp": "2026-08-21T03:27:15.671Z" }, { "domain": "benchmark-sample-4.healthtech.io", "category": "healthtech", "llm_tested": "deepseekV3", "hallucination_detected": false, "hallucination_type": "none", "ground_truth_pricing": "$59/mo Standard Tier", "llm_hallucinated_quote": "Accurately cited verified truth anchor", "risk_score_without_anchor": 15, "risk_score_with_fact_anchor": 10, "anchor_injected": true, "timestamp": "2026-08-21T02:27:15.671Z" }, { "domain": "benchmark-sample-5.hr_software.io", "category": "hr_software", "llm_tested": "gpt4o", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$69/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 70, "risk_score_with_fact_anchor": 11, "anchor_injected": false, "timestamp": "2026-08-21T01:27:15.671Z" }, { "domain": "benchmark-sample-6.fintech.io", "category": "fintech", "llm_tested": "claude35Sonnet", "hallucination_detected": true, "hallucination_type": "stale_pricing_tier", "ground_truth_pricing": "$79/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 71, "risk_score_with_fact_anchor": 12, "anchor_injected": false, "timestamp": "2026-08-21T00:27:15.671Z" }, { "domain": "benchmark-sample-7.cybersecurity.io", "category": "cybersecurity", "llm_tested": "perplexity", "hallucination_detected": true, "hallucination_type": "competitor_deflection", "ground_truth_pricing": "$89/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 72, "risk_score_with_fact_anchor": 13, "anchor_injected": false, "timestamp": "2026-08-20T23:27:15.671Z" }, { "domain": "benchmark-sample-8.devtools.io", "category": "devtools", "llm_tested": "geminiFlash", "hallucination_detected": false, "hallucination_type": "none", "ground_truth_pricing": "$99/mo Standard Tier", "llm_hallucinated_quote": "Accurately cited verified truth anchor", "risk_score_without_anchor": 15, "risk_score_with_fact_anchor": 6, "anchor_injected": true, "timestamp": "2026-08-20T22:27:15.671Z" }, { "domain": "benchmark-sample-9.ecommerce.io", "category": "ecommerce", "llm_tested": "deepseekV3", "hallucination_detected": true, "hallucination_type": "stale_pricing_tier", "ground_truth_pricing": "$109/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 74, "risk_score_with_fact_anchor": 7, "anchor_injected": false, "timestamp": "2026-08-20T21:27:15.671Z" }, { "domain": "benchmark-sample-10.healthtech.io", "category": "healthtech", "llm_tested": "gpt4o", "hallucination_detected": true, "hallucination_type": "competitor_deflection", "ground_truth_pricing": "$119/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 75, "risk_score_with_fact_anchor": 8, "anchor_injected": false, "timestamp": "2026-08-20T20:27:15.671Z" }, { "domain": "benchmark-sample-11.hr_software.io", "category": "hr_software", "llm_tested": "claude35Sonnet", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$129/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 76, "risk_score_with_fact_anchor": 9, "anchor_injected": false, "timestamp": "2026-08-20T19:27:15.671Z" }, { "domain": "benchmark-sample-12.fintech.io", "category": "fintech", "llm_tested": "perplexity", "hallucination_detected": false, "hallucination_type": "none", "ground_truth_pricing": "$139/mo Standard Tier", "llm_hallucinated_quote": "Accurately cited verified truth anchor", "risk_score_without_anchor": 15, "risk_score_with_fact_anchor": 10, "anchor_injected": true, "timestamp": "2026-08-20T18:27:15.671Z" }, { "domain": "benchmark-sample-13.cybersecurity.io", "category": "cybersecurity", "llm_tested": "geminiFlash", "hallucination_detected": true, "hallucination_type": "competitor_deflection", "ground_truth_pricing": "$149/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 78, "risk_score_with_fact_anchor": 11, "anchor_injected": false, "timestamp": "2026-08-20T17:27:15.671Z" }, { "domain": "benchmark-sample-14.devtools.io", "category": "devtools", "llm_tested": "deepseekV3", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$159/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 79, "risk_score_with_fact_anchor": 12, "anchor_injected": false, "timestamp": "2026-08-20T16:27:15.671Z" }, { "domain": "benchmark-sample-15.ecommerce.io", "category": "ecommerce", "llm_tested": "gpt4o", "hallucination_detected": true, "hallucination_type": "stale_pricing_tier", "ground_truth_pricing": "$169/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 80, "risk_score_with_fact_anchor": 13, "anchor_injected": false, "timestamp": "2026-08-20T15:27:15.671Z" }, { "domain": "benchmark-sample-16.healthtech.io", "category": "healthtech", "llm_tested": "claude35Sonnet", "hallucination_detected": false, "hallucination_type": "none", "ground_truth_pricing": "$179/mo Standard Tier", "llm_hallucinated_quote": "Accurately cited verified truth anchor", "risk_score_without_anchor": 15, "risk_score_with_fact_anchor": 6, "anchor_injected": true, "timestamp": "2026-08-20T14:27:15.671Z" }, { "domain": "benchmark-sample-17.hr_software.io", "category": "hr_software", "llm_tested": "perplexity", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$189/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 82, "risk_score_with_fact_anchor": 7, "anchor_injected": false, "timestamp": "2026-08-20T13:27:15.671Z" }, { "domain": "benchmark-sample-18.fintech.io", "category": "fintech", "llm_tested": "geminiFlash", "hallucination_detected": true, "hallucination_type": "stale_pricing_tier", "ground_truth_pricing": "$199/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 83, "risk_score_with_fact_anchor": 8, "anchor_injected": false, "timestamp": "2026-08-20T12:27:15.671Z" }, { "domain": "benchmark-sample-19.cybersecurity.io", "category": "cybersecurity", "llm_tested": "deepseekV3", "hallucination_detected": true, "hallucination_type": "competitor_deflection", "ground_truth_pricing": "$209/mo Standard 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"risk_score_with_fact_anchor": 11, "anchor_injected": false, "timestamp": "2026-08-20T09:27:15.671Z" }, { "domain": "benchmark-sample-22.healthtech.io", "category": "healthtech", "llm_tested": "perplexity", "hallucination_detected": true, "hallucination_type": "competitor_deflection", "ground_truth_pricing": "$239/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 87, "risk_score_with_fact_anchor": 12, "anchor_injected": false, "timestamp": "2026-08-20T08:27:15.671Z" }, { "domain": "benchmark-sample-23.hr_software.io", "category": "hr_software", "llm_tested": "geminiFlash", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$249/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 88, "risk_score_with_fact_anchor": 13, "anchor_injected": false, "timestamp": "2026-08-20T07:27:15.671Z" }, { "domain": "benchmark-sample-24.fintech.io", "category": "fintech", "llm_tested": "deepseekV3", "hallucination_detected": false, "hallucination_type": "none", "ground_truth_pricing": "$259/mo Standard Tier", "llm_hallucinated_quote": "Accurately cited verified truth anchor", "risk_score_without_anchor": 15, "risk_score_with_fact_anchor": 6, "anchor_injected": true, "timestamp": "2026-08-20T06:27:15.671Z" }, { "domain": "benchmark-sample-25.cybersecurity.io", "category": "cybersecurity", "llm_tested": "gpt4o", "hallucination_detected": true, "hallucination_type": "competitor_deflection", "ground_truth_pricing": "$269/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 65, "risk_score_with_fact_anchor": 7, "anchor_injected": false, "timestamp": "2026-08-20T05:27:15.671Z" }, { "domain": "benchmark-sample-26.devtools.io", "category": "devtools", "llm_tested": "claude35Sonnet", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$279/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 66, "risk_score_with_fact_anchor": 8, "anchor_injected": false, "timestamp": "2026-08-20T04:27:15.671Z" }, { "domain": "benchmark-sample-27.ecommerce.io", "category": "ecommerce", "llm_tested": "perplexity", "hallucination_detected": true, "hallucination_type": "stale_pricing_tier", "ground_truth_pricing": "$289/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 67, "risk_score_with_fact_anchor": 9, "anchor_injected": false, "timestamp": "2026-08-20T03:27:15.671Z" }, { "domain": "benchmark-sample-28.healthtech.io", "category": "healthtech", "llm_tested": "geminiFlash", "hallucination_detected": false, "hallucination_type": "none", "ground_truth_pricing": "$299/mo Standard Tier", "llm_hallucinated_quote": "Accurately cited verified truth anchor", "risk_score_without_anchor": 15, "risk_score_with_fact_anchor": 10, "anchor_injected": true, "timestamp": "2026-08-20T02:27:15.671Z" }, { "domain": "benchmark-sample-29.hr_software.io", "category": "hr_software", "llm_tested": "deepseekV3", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$309/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 69, "risk_score_with_fact_anchor": 11, "anchor_injected": false, "timestamp": "2026-08-20T01:27:15.671Z" }, { "domain": "benchmark-sample-30.fintech.io", "category": "fintech", "llm_tested": "gpt4o", "hallucination_detected": true, "hallucination_type": "stale_pricing_tier", "ground_truth_pricing": "$319/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing 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"timestamp": "2026-08-19T22:27:15.671Z" }, { "domain": "benchmark-sample-33.ecommerce.io", "category": "ecommerce", "llm_tested": "geminiFlash", "hallucination_detected": true, "hallucination_type": "stale_pricing_tier", "ground_truth_pricing": "$349/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 73, "risk_score_with_fact_anchor": 7, "anchor_injected": false, "timestamp": "2026-08-19T21:27:15.671Z" }, { "domain": "benchmark-sample-34.healthtech.io", "category": "healthtech", "llm_tested": "deepseekV3", "hallucination_detected": true, "hallucination_type": "competitor_deflection", "ground_truth_pricing": "$359/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 74, "risk_score_with_fact_anchor": 8, "anchor_injected": false, "timestamp": "2026-08-19T20:27:15.671Z" }, { "domain": "benchmark-sample-35.hr_software.io", "category": "hr_software", "llm_tested": "gpt4o", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$369/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 75, "risk_score_with_fact_anchor": 9, "anchor_injected": false, "timestamp": "2026-08-19T19:27:15.671Z" }, { "domain": "benchmark-sample-36.fintech.io", "category": "fintech", "llm_tested": "claude35Sonnet", "hallucination_detected": false, "hallucination_type": "none", "ground_truth_pricing": "$379/mo Standard Tier", "llm_hallucinated_quote": "Accurately cited verified truth anchor", "risk_score_without_anchor": 15, "risk_score_with_fact_anchor": 10, "anchor_injected": true, "timestamp": "2026-08-19T18:27:15.671Z" }, { "domain": "benchmark-sample-37.cybersecurity.io", "category": "cybersecurity", "llm_tested": "perplexity", "hallucination_detected": true, "hallucination_type": "competitor_deflection", "ground_truth_pricing": "$389/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 77, "risk_score_with_fact_anchor": 11, "anchor_injected": false, "timestamp": "2026-08-19T17:27:15.671Z" }, { "domain": "benchmark-sample-38.devtools.io", "category": "devtools", "llm_tested": "geminiFlash", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$399/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 78, "risk_score_with_fact_anchor": 12, "anchor_injected": false, "timestamp": "2026-08-19T16:27:15.671Z" }, { "domain": "benchmark-sample-39.ecommerce.io", "category": "ecommerce", "llm_tested": "deepseekV3", "hallucination_detected": true, "hallucination_type": "stale_pricing_tier", "ground_truth_pricing": "$409/mo Standard 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"risk_score_without_anchor": 81, "risk_score_with_fact_anchor": 7, "anchor_injected": false, "timestamp": "2026-08-19T13:27:15.671Z" }, { "domain": "benchmark-sample-42.fintech.io", "category": "fintech", "llm_tested": "perplexity", "hallucination_detected": true, "hallucination_type": "stale_pricing_tier", "ground_truth_pricing": "$439/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 82, "risk_score_with_fact_anchor": 8, "anchor_injected": false, "timestamp": "2026-08-19T12:27:15.671Z" }, { "domain": "benchmark-sample-43.cybersecurity.io", "category": "cybersecurity", "llm_tested": "geminiFlash", "hallucination_detected": true, "hallucination_type": "competitor_deflection", "ground_truth_pricing": "$449/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 83, "risk_score_with_fact_anchor": 9, "anchor_injected": false, "timestamp": "2026-08-19T11:27:15.671Z" }, { "domain": "benchmark-sample-44.devtools.io", "category": "devtools", "llm_tested": "deepseekV3", "hallucination_detected": false, "hallucination_type": "none", "ground_truth_pricing": "$459/mo Standard Tier", "llm_hallucinated_quote": "Accurately cited verified truth anchor", "risk_score_without_anchor": 15, "risk_score_with_fact_anchor": 10, "anchor_injected": true, "timestamp": "2026-08-19T10:27:15.671Z" }, { "domain": "benchmark-sample-45.ecommerce.io", "category": "ecommerce", "llm_tested": "gpt4o", "hallucination_detected": true, "hallucination_type": "stale_pricing_tier", "ground_truth_pricing": "$469/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 85, "risk_score_with_fact_anchor": 11, "anchor_injected": false, "timestamp": "2026-08-19T09:27:15.671Z" }, { "domain": "benchmark-sample-46.healthtech.io", "category": "healthtech", "llm_tested": "claude35Sonnet", "hallucination_detected": true, "hallucination_type": "competitor_deflection", "ground_truth_pricing": "$479/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 86, "risk_score_with_fact_anchor": 12, "anchor_injected": false, "timestamp": "2026-08-19T08:27:15.671Z" }, { "domain": "benchmark-sample-47.hr_software.io", "category": "hr_software", "llm_tested": "perplexity", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$489/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 87, "risk_score_with_fact_anchor": 13, "anchor_injected": false, "timestamp": "2026-08-19T07:27:15.671Z" }, { "domain": "benchmark-sample-48.fintech.io", "category": "fintech", "llm_tested": "geminiFlash", "hallucination_detected": false, "hallucination_type": "none", "ground_truth_pricing": "$499/mo Standard Tier", "llm_hallucinated_quote": "Accurately cited verified truth anchor", "risk_score_without_anchor": 15, "risk_score_with_fact_anchor": 6, "anchor_injected": true, "timestamp": "2026-08-19T06:27:15.671Z" }, { "domain": "benchmark-sample-49.cybersecurity.io", "category": "cybersecurity", "llm_tested": "deepseekV3", "hallucination_detected": true, "hallucination_type": "competitor_deflection", "ground_truth_pricing": "$509/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 89, "risk_score_with_fact_anchor": 7, "anchor_injected": false, "timestamp": "2026-08-19T05:27:15.671Z" }, { "domain": "benchmark-sample-50.devtools.io", "category": "devtools", "llm_tested": "gpt4o", "hallucination_detected": true, "hallucination_type": "feature_hallucination", "ground_truth_pricing": "$519/mo Standard Tier", "llm_hallucinated_quote": "Cited outdated 2024 pricing or missing add-on specifications", "risk_score_without_anchor": 65, "risk_score_with_fact_anchor": 8, "anchor_injected": false, "timestamp": "2026-08-19T04:27:15.671Z" } ]