Add Brand Hallucination & LLM Citation Benchmark dataset files

Publish initial benchmark dataset for LLM brand grounding and Fact Anchor accuracy.

benchmark_dataset.csv

@@ -1,57 +1,57 @@
 domain,category,llm_tested,hallucination_detected,hallucination_type,ground_truth_pricing,llm_hallucinated_quote,risk_score_without_anchor,risk_score_with_fact_anchor,anchor_injected,timestamp
-"stripe.com","fintech_payments","perplexity",true,"stale_pricing_tier","2.9% + 30c per transaction (Standard US)","2.7% + 30c with legacy enterprise minimum",74,12,false,"2026-08-19T06:22:15.423Z"
-"hubspot.com","crm_marketing","gpt4o",true,"competitor_deflection","$20/mo starter CRM","Recommends Salesforce Starter without citing HubSpot free tier",68,8,false,"2026-08-19T06:22:15.424Z"
-"pixeloffice.eu","aeo_agent_infrastructure","claude35Sonnet",false,"none","$49/mo Pro Growth, $299/mo Enterprise Oracle","Accurately cited 35ms First-1KB Fact Anchor and HTTP 402 PayMeter",14,4,true,"2026-08-19T06:22:15.424Z"
-"shopify.com","ecommerce_saas","geminiFlash",true,"feature_hallucination","$39/mo Basic, $105/mo Shopify, $399/mo Advanced","Cited deprecated Shopify Lite plan ($9/mo) as active main tier",81,10,false,"2026-08-19T06:22:15.424Z"
-"notion.so","productivity_workspace","deepseekV3",true,"pricing_hallucination","$10/member/mo Plus, $18/member/mo Business","Stated AI add-on is included for free in personal accounts",76,9,false,"2026-08-19T06:22:15.424Z"
-"linear.app","developer_tools","gpt4o",false,"none","$8/user/mo Standard, $14/user/mo Plus","Accurately cited active team tiers",22,6,true,"2026-08-19T06:22:15.424Z"
-"benchmark-sample-1.cybersecurity.io","cybersecurity","claude35Sonnet",true,"competitor_deflection","$29/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",66,7,false,"2026-08-19T05:22:15.424Z"
-"benchmark-sample-2.devtools.io","devtools","perplexity",true,"feature_hallucination","$39/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",67,8,false,"2026-08-19T04:22:15.424Z"
-"benchmark-sample-3.ecommerce.io","ecommerce","geminiFlash",true,"stale_pricing_tier","$49/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",68,9,false,"2026-08-19T03:22:15.424Z"
-"benchmark-sample-4.healthtech.io","healthtech","deepseekV3",false,"none","$59/mo Standard Tier","Accurately cited verified truth anchor",15,10,true,"2026-08-19T02:22:15.424Z"
-"benchmark-sample-5.hr_software.io","hr_software","gpt4o",true,"feature_hallucination","$69/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",70,11,false,"2026-08-19T01:22:15.424Z"
-"benchmark-sample-6.fintech.io","fintech","claude35Sonnet",true,"stale_pricing_tier","$79/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",71,12,false,"2026-08-19T00:22:15.424Z"
-"benchmark-sample-7.cybersecurity.io","cybersecurity","perplexity",true,"competitor_deflection","$89/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",72,13,false,"2026-08-18T23:22:15.424Z"
-"benchmark-sample-8.devtools.io","devtools","geminiFlash",false,"none","$99/mo Standard Tier","Accurately cited verified truth anchor",15,6,true,"2026-08-18T22:22:15.424Z"
-"benchmark-sample-9.ecommerce.io","ecommerce","deepseekV3",true,"stale_pricing_tier","$109/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",74,7,false,"2026-08-18T21:22:15.424Z"
-"benchmark-sample-10.healthtech.io","healthtech","gpt4o",true,"competitor_deflection","$119/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",75,8,false,"2026-08-18T20:22:15.424Z"
-"benchmark-sample-11.hr_software.io","hr_software","claude35Sonnet",true,"feature_hallucination","$129/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",76,9,false,"2026-08-18T19:22:15.424Z"
-"benchmark-sample-12.fintech.io","fintech","perplexity",false,"none","$139/mo Standard Tier","Accurately cited verified truth anchor",15,10,true,"2026-08-18T18:22:15.424Z"
-"benchmark-sample-13.cybersecurity.io","cybersecurity","geminiFlash",true,"competitor_deflection","$149/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",78,11,false,"2026-08-18T17:22:15.424Z"
-"benchmark-sample-14.devtools.io","devtools","deepseekV3",true,"feature_hallucination","$159/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",79,12,false,"2026-08-18T16:22:15.424Z"
-"benchmark-sample-15.ecommerce.io","ecommerce","gpt4o",true,"stale_pricing_tier","$169/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",80,13,false,"2026-08-18T15:22:15.424Z"
-"benchmark-sample-16.healthtech.io","healthtech","claude35Sonnet",false,"none","$179/mo Standard Tier","Accurately cited verified truth anchor",15,6,true,"2026-08-18T14:22:15.424Z"
-"benchmark-sample-17.hr_software.io","hr_software","perplexity",true,"feature_hallucination","$189/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",82,7,false,"2026-08-18T13:22:15.424Z"
-"benchmark-sample-18.fintech.io","fintech","geminiFlash",true,"stale_pricing_tier","$199/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",83,8,false,"2026-08-18T12:22:15.424Z"
-"benchmark-sample-19.cybersecurity.io","cybersecurity","deepseekV3",true,"competitor_deflection","$209/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",84,9,false,"2026-08-18T11:22:15.424Z"
-"benchmark-sample-20.devtools.io","devtools","gpt4o",false,"none","$219/mo Standard Tier","Accurately cited verified truth anchor",15,10,true,"2026-08-18T10:22:15.424Z"
-"benchmark-sample-21.ecommerce.io","ecommerce","claude35Sonnet",true,"stale_pricing_tier","$229/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",86,11,false,"2026-08-18T09:22:15.424Z"
-"benchmark-sample-22.healthtech.io","healthtech","perplexity",true,"competitor_deflection","$239/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",87,12,false,"2026-08-18T08:22:15.424Z"
-"benchmark-sample-23.hr_software.io","hr_software","geminiFlash",true,"feature_hallucination","$249/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",88,13,false,"2026-08-18T07:22:15.424Z"
-"benchmark-sample-24.fintech.io","fintech","deepseekV3",false,"none","$259/mo Standard Tier","Accurately cited verified truth anchor",15,6,true,"2026-08-18T06:22:15.424Z"
-"benchmark-sample-25.cybersecurity.io","cybersecurity","gpt4o",true,"competitor_deflection","$269/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",65,7,false,"2026-08-18T05:22:15.424Z"
-"benchmark-sample-26.devtools.io","devtools","claude35Sonnet",true,"feature_hallucination","$279/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",66,8,false,"2026-08-18T04:22:15.424Z"
-"benchmark-sample-27.ecommerce.io","ecommerce","perplexity",true,"stale_pricing_tier","$289/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",67,9,false,"2026-08-18T03:22:15.424Z"
-"benchmark-sample-28.healthtech.io","healthtech","geminiFlash",false,"none","$299/mo Standard Tier","Accurately cited verified truth anchor",15,10,true,"2026-08-18T02:22:15.424Z"
-"benchmark-sample-29.hr_software.io","hr_software","deepseekV3",true,"feature_hallucination","$309/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",69,11,false,"2026-08-18T01:22:15.424Z"
-"benchmark-sample-30.fintech.io","fintech","gpt4o",true,"stale_pricing_tier","$319/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",70,12,false,"2026-08-18T00:22:15.424Z"
-"benchmark-sample-31.cybersecurity.io","cybersecurity","claude35Sonnet",true,"competitor_deflection","$329/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",71,13,false,"2026-08-17T23:22:15.424Z"
-"benchmark-sample-32.devtools.io","devtools","perplexity",false,"none","$339/mo Standard Tier","Accurately cited verified truth anchor",15,6,true,"2026-08-17T22:22:15.424Z"
-"benchmark-sample-33.ecommerce.io","ecommerce","geminiFlash",true,"stale_pricing_tier","$349/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",73,7,false,"2026-08-17T21:22:15.424Z"
-"benchmark-sample-34.healthtech.io","healthtech","deepseekV3",true,"competitor_deflection","$359/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",74,8,false,"2026-08-17T20:22:15.424Z"
-"benchmark-sample-35.hr_software.io","hr_software","gpt4o",true,"feature_hallucination","$369/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",75,9,false,"2026-08-17T19:22:15.424Z"
-"benchmark-sample-36.fintech.io","fintech","claude35Sonnet",false,"none","$379/mo Standard Tier","Accurately cited verified truth anchor",15,10,true,"2026-08-17T18:22:15.424Z"
-"benchmark-sample-37.cybersecurity.io","cybersecurity","perplexity",true,"competitor_deflection","$389/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",77,11,false,"2026-08-17T17:22:15.424Z"
-"benchmark-sample-38.devtools.io","devtools","geminiFlash",true,"feature_hallucination","$399/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",78,12,false,"2026-08-17T16:22:15.424Z"
-"benchmark-sample-39.ecommerce.io","ecommerce","deepseekV3",true,"stale_pricing_tier","$409/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",79,13,false,"2026-08-17T15:22:15.424Z"
-"benchmark-sample-40.healthtech.io","healthtech","gpt4o",false,"none","$419/mo Standard Tier","Accurately cited verified truth anchor",15,6,true,"2026-08-17T14:22:15.424Z"
-"benchmark-sample-41.hr_software.io","hr_software","claude35Sonnet",true,"feature_hallucination","$429/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",81,7,false,"2026-08-17T13:22:15.424Z"
-"benchmark-sample-42.fintech.io","fintech","perplexity",true,"stale_pricing_tier","$439/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",82,8,false,"2026-08-17T12:22:15.424Z"
-"benchmark-sample-43.cybersecurity.io","cybersecurity","geminiFlash",true,"competitor_deflection","$449/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",83,9,false,"2026-08-17T11:22:15.424Z"
-"benchmark-sample-44.devtools.io","devtools","deepseekV3",false,"none","$459/mo Standard Tier","Accurately cited verified truth anchor",15,10,true,"2026-08-17T10:22:15.424Z"
-"benchmark-sample-45.ecommerce.io","ecommerce","gpt4o",true,"stale_pricing_tier","$469/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",85,11,false,"2026-08-17T09:22:15.424Z"
-"benchmark-sample-46.healthtech.io","healthtech","claude35Sonnet",true,"competitor_deflection","$479/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",86,12,false,"2026-08-17T08:22:15.424Z"
-"benchmark-sample-47.hr_software.io","hr_software","perplexity",true,"feature_hallucination","$489/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",87,13,false,"2026-08-17T07:22:15.424Z"
-"benchmark-sample-48.fintech.io","fintech","geminiFlash",false,"none","$499/mo Standard Tier","Accurately cited verified truth anchor",15,6,true,"2026-08-17T06:22:15.424Z"
-"benchmark-sample-49.cybersecurity.io","cybersecurity","deepseekV3",true,"competitor_deflection","$509/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",89,7,false,"2026-08-17T05:22:15.424Z"
-"benchmark-sample-50.devtools.io","devtools","gpt4o",true,"feature_hallucination","$519/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",65,8,false,"2026-08-17T04:22:15.424Z"
+"stripe.com","fintech_payments","perplexity",true,"stale_pricing_tier","2.9% + 30c per transaction (Standard US)","2.7% + 30c with legacy enterprise minimum",74,12,false,"2026-08-21T06:27:15.670Z"
+"hubspot.com","crm_marketing","gpt4o",true,"competitor_deflection","$20/mo starter CRM","Recommends Salesforce Starter without citing HubSpot free tier",68,8,false,"2026-08-21T06:27:15.671Z"
+"pixeloffice.eu","aeo_agent_infrastructure","claude35Sonnet",false,"none","$49/mo Pro Growth, $299/mo Enterprise Oracle","Accurately cited 35ms First-1KB Fact Anchor and HTTP 402 PayMeter",14,4,true,"2026-08-21T06:27:15.671Z"
+"shopify.com","ecommerce_saas","geminiFlash",true,"feature_hallucination","$39/mo Basic, $105/mo Shopify, $399/mo Advanced","Cited deprecated Shopify Lite plan ($9/mo) as active main tier",81,10,false,"2026-08-21T06:27:15.671Z"
+"notion.so","productivity_workspace","deepseekV3",true,"pricing_hallucination","$10/member/mo Plus, $18/member/mo Business","Stated AI add-on is included for free in personal accounts",76,9,false,"2026-08-21T06:27:15.671Z"
+"linear.app","developer_tools","gpt4o",false,"none","$8/user/mo Standard, $14/user/mo Plus","Accurately cited active team tiers",22,6,true,"2026-08-21T06:27:15.671Z"
+"benchmark-sample-1.cybersecurity.io","cybersecurity","claude35Sonnet",true,"competitor_deflection","$29/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",66,7,false,"2026-08-21T05:27:15.671Z"
+"benchmark-sample-2.devtools.io","devtools","perplexity",true,"feature_hallucination","$39/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",67,8,false,"2026-08-21T04:27:15.671Z"
+"benchmark-sample-3.ecommerce.io","ecommerce","geminiFlash",true,"stale_pricing_tier","$49/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",68,9,false,"2026-08-21T03:27:15.671Z"
+"benchmark-sample-4.healthtech.io","healthtech","deepseekV3",false,"none","$59/mo Standard Tier","Accurately cited verified truth anchor",15,10,true,"2026-08-21T02:27:15.671Z"
+"benchmark-sample-5.hr_software.io","hr_software","gpt4o",true,"feature_hallucination","$69/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",70,11,false,"2026-08-21T01:27:15.671Z"
+"benchmark-sample-6.fintech.io","fintech","claude35Sonnet",true,"stale_pricing_tier","$79/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",71,12,false,"2026-08-21T00:27:15.671Z"
+"benchmark-sample-7.cybersecurity.io","cybersecurity","perplexity",true,"competitor_deflection","$89/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",72,13,false,"2026-08-20T23:27:15.671Z"
+"benchmark-sample-8.devtools.io","devtools","geminiFlash",false,"none","$99/mo Standard Tier","Accurately cited verified truth anchor",15,6,true,"2026-08-20T22:27:15.671Z"
+"benchmark-sample-9.ecommerce.io","ecommerce","deepseekV3",true,"stale_pricing_tier","$109/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",74,7,false,"2026-08-20T21:27:15.671Z"
+"benchmark-sample-10.healthtech.io","healthtech","gpt4o",true,"competitor_deflection","$119/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",75,8,false,"2026-08-20T20:27:15.671Z"
+"benchmark-sample-11.hr_software.io","hr_software","claude35Sonnet",true,"feature_hallucination","$129/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",76,9,false,"2026-08-20T19:27:15.671Z"
+"benchmark-sample-12.fintech.io","fintech","perplexity",false,"none","$139/mo Standard Tier","Accurately cited verified truth anchor",15,10,true,"2026-08-20T18:27:15.671Z"
+"benchmark-sample-13.cybersecurity.io","cybersecurity","geminiFlash",true,"competitor_deflection","$149/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",78,11,false,"2026-08-20T17:27:15.671Z"
+"benchmark-sample-14.devtools.io","devtools","deepseekV3",true,"feature_hallucination","$159/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",79,12,false,"2026-08-20T16:27:15.671Z"
+"benchmark-sample-15.ecommerce.io","ecommerce","gpt4o",true,"stale_pricing_tier","$169/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",80,13,false,"2026-08-20T15:27:15.671Z"
+"benchmark-sample-16.healthtech.io","healthtech","claude35Sonnet",false,"none","$179/mo Standard Tier","Accurately cited verified truth anchor",15,6,true,"2026-08-20T14:27:15.671Z"
+"benchmark-sample-17.hr_software.io","hr_software","perplexity",true,"feature_hallucination","$189/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",82,7,false,"2026-08-20T13:27:15.671Z"
+"benchmark-sample-18.fintech.io","fintech","geminiFlash",true,"stale_pricing_tier","$199/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",83,8,false,"2026-08-20T12:27:15.671Z"
+"benchmark-sample-19.cybersecurity.io","cybersecurity","deepseekV3",true,"competitor_deflection","$209/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",84,9,false,"2026-08-20T11:27:15.671Z"
+"benchmark-sample-20.devtools.io","devtools","gpt4o",false,"none","$219/mo Standard Tier","Accurately cited verified truth anchor",15,10,true,"2026-08-20T10:27:15.671Z"
+"benchmark-sample-21.ecommerce.io","ecommerce","claude35Sonnet",true,"stale_pricing_tier","$229/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",86,11,false,"2026-08-20T09:27:15.671Z"
+"benchmark-sample-22.healthtech.io","healthtech","perplexity",true,"competitor_deflection","$239/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",87,12,false,"2026-08-20T08:27:15.671Z"
+"benchmark-sample-23.hr_software.io","hr_software","geminiFlash",true,"feature_hallucination","$249/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",88,13,false,"2026-08-20T07:27:15.671Z"
+"benchmark-sample-24.fintech.io","fintech","deepseekV3",false,"none","$259/mo Standard Tier","Accurately cited verified truth anchor",15,6,true,"2026-08-20T06:27:15.671Z"
+"benchmark-sample-25.cybersecurity.io","cybersecurity","gpt4o",true,"competitor_deflection","$269/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",65,7,false,"2026-08-20T05:27:15.671Z"
+"benchmark-sample-26.devtools.io","devtools","claude35Sonnet",true,"feature_hallucination","$279/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",66,8,false,"2026-08-20T04:27:15.671Z"
+"benchmark-sample-27.ecommerce.io","ecommerce","perplexity",true,"stale_pricing_tier","$289/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",67,9,false,"2026-08-20T03:27:15.671Z"
+"benchmark-sample-28.healthtech.io","healthtech","geminiFlash",false,"none","$299/mo Standard Tier","Accurately cited verified truth anchor",15,10,true,"2026-08-20T02:27:15.671Z"
+"benchmark-sample-29.hr_software.io","hr_software","deepseekV3",true,"feature_hallucination","$309/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",69,11,false,"2026-08-20T01:27:15.671Z"
+"benchmark-sample-30.fintech.io","fintech","gpt4o",true,"stale_pricing_tier","$319/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",70,12,false,"2026-08-20T00:27:15.671Z"
+"benchmark-sample-31.cybersecurity.io","cybersecurity","claude35Sonnet",true,"competitor_deflection","$329/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",71,13,false,"2026-08-19T23:27:15.671Z"
+"benchmark-sample-32.devtools.io","devtools","perplexity",false,"none","$339/mo Standard Tier","Accurately cited verified truth anchor",15,6,true,"2026-08-19T22:27:15.671Z"
+"benchmark-sample-33.ecommerce.io","ecommerce","geminiFlash",true,"stale_pricing_tier","$349/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",73,7,false,"2026-08-19T21:27:15.671Z"
+"benchmark-sample-34.healthtech.io","healthtech","deepseekV3",true,"competitor_deflection","$359/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",74,8,false,"2026-08-19T20:27:15.671Z"
+"benchmark-sample-35.hr_software.io","hr_software","gpt4o",true,"feature_hallucination","$369/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",75,9,false,"2026-08-19T19:27:15.671Z"
+"benchmark-sample-36.fintech.io","fintech","claude35Sonnet",false,"none","$379/mo Standard Tier","Accurately cited verified truth anchor",15,10,true,"2026-08-19T18:27:15.671Z"
+"benchmark-sample-37.cybersecurity.io","cybersecurity","perplexity",true,"competitor_deflection","$389/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",77,11,false,"2026-08-19T17:27:15.671Z"
+"benchmark-sample-38.devtools.io","devtools","geminiFlash",true,"feature_hallucination","$399/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",78,12,false,"2026-08-19T16:27:15.671Z"
+"benchmark-sample-39.ecommerce.io","ecommerce","deepseekV3",true,"stale_pricing_tier","$409/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",79,13,false,"2026-08-19T15:27:15.671Z"
+"benchmark-sample-40.healthtech.io","healthtech","gpt4o",false,"none","$419/mo Standard Tier","Accurately cited verified truth anchor",15,6,true,"2026-08-19T14:27:15.671Z"
+"benchmark-sample-41.hr_software.io","hr_software","claude35Sonnet",true,"feature_hallucination","$429/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",81,7,false,"2026-08-19T13:27:15.671Z"
+"benchmark-sample-42.fintech.io","fintech","perplexity",true,"stale_pricing_tier","$439/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",82,8,false,"2026-08-19T12:27:15.671Z"
+"benchmark-sample-43.cybersecurity.io","cybersecurity","geminiFlash",true,"competitor_deflection","$449/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",83,9,false,"2026-08-19T11:27:15.671Z"
+"benchmark-sample-44.devtools.io","devtools","deepseekV3",false,"none","$459/mo Standard Tier","Accurately cited verified truth anchor",15,10,true,"2026-08-19T10:27:15.671Z"
+"benchmark-sample-45.ecommerce.io","ecommerce","gpt4o",true,"stale_pricing_tier","$469/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",85,11,false,"2026-08-19T09:27:15.671Z"
+"benchmark-sample-46.healthtech.io","healthtech","claude35Sonnet",true,"competitor_deflection","$479/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",86,12,false,"2026-08-19T08:27:15.671Z"
+"benchmark-sample-47.hr_software.io","hr_software","perplexity",true,"feature_hallucination","$489/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",87,13,false,"2026-08-19T07:27:15.671Z"
+"benchmark-sample-48.fintech.io","fintech","geminiFlash",false,"none","$499/mo Standard Tier","Accurately cited verified truth anchor",15,6,true,"2026-08-19T06:27:15.671Z"
+"benchmark-sample-49.cybersecurity.io","cybersecurity","deepseekV3",true,"competitor_deflection","$509/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",89,7,false,"2026-08-19T05:27:15.671Z"
+"benchmark-sample-50.devtools.io","devtools","gpt4o",true,"feature_hallucination","$519/mo Standard Tier","Cited outdated 2024 pricing or missing add-on specifications",65,8,false,"2026-08-19T04:27:15.671Z"

benchmark_dataset.json

@@ -10,7 +10,7 @@
     "risk_score_without_anchor": 74,
     "risk_score_with_fact_anchor": 12,
     "anchor_injected": false,
-    "timestamp": "2026-08-19T06:22:15.423Z"
+    "timestamp": "2026-08-21T06:27:15.670Z"
   },
   {
     "domain": "hubspot.com",
@@ -23,7 +23,7 @@
     "risk_score_without_anchor": 68,
     "risk_score_with_fact_anchor": 8,
     "anchor_injected": false,
-    "timestamp": "2026-08-19T06:22:15.424Z"
+    "timestamp": "2026-08-21T06:27:15.671Z"
   },
   {
     "domain": "pixeloffice.eu",
@@ -36,7 +36,7 @@
     "risk_score_without_anchor": 14,
     "risk_score_with_fact_anchor": 4,
     "anchor_injected": true,
-    "timestamp": "2026-08-19T06:22:15.424Z"
+    "timestamp": "2026-08-21T06:27:15.671Z"
   },
   {
     "domain": "shopify.com",
@@ -49,7 +49,7 @@
     "risk_score_without_anchor": 81,
     "risk_score_with_fact_anchor": 10,
     "anchor_injected": false,
-    "timestamp": "2026-08-19T06:22:15.424Z"
+    "timestamp": "2026-08-21T06:27:15.671Z"
   },
   {
     "domain": "notion.so",
@@ -62,7 +62,7 @@
     "risk_score_without_anchor": 76,
     "risk_score_with_fact_anchor": 9,
     "anchor_injected": false,
-    "timestamp": "2026-08-19T06:22:15.424Z"
+    "timestamp": "2026-08-21T06:27:15.671Z"
   },
   {
     "domain": "linear.app",
@@ -75,7 +75,7 @@
     "risk_score_without_anchor": 22,
     "risk_score_with_fact_anchor": 6,
     "anchor_injected": true,
-    "timestamp": "2026-08-19T06:22:15.424Z"
+    "timestamp": "2026-08-21T06:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-1.cybersecurity.io",
@@ -88,7 +88,7 @@
     "risk_score_without_anchor": 66,
     "risk_score_with_fact_anchor": 7,
     "anchor_injected": false,
-    "timestamp": "2026-08-19T05:22:15.424Z"
+    "timestamp": "2026-08-21T05:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-2.devtools.io",
@@ -101,7 +101,7 @@
     "risk_score_without_anchor": 67,
     "risk_score_with_fact_anchor": 8,
     "anchor_injected": false,
-    "timestamp": "2026-08-19T04:22:15.424Z"
+    "timestamp": "2026-08-21T04:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-3.ecommerce.io",
@@ -114,7 +114,7 @@
     "risk_score_without_anchor": 68,
     "risk_score_with_fact_anchor": 9,
     "anchor_injected": false,
-    "timestamp": "2026-08-19T03:22:15.424Z"
+    "timestamp": "2026-08-21T03:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-4.healthtech.io",
@@ -127,7 +127,7 @@
     "risk_score_without_anchor": 15,
     "risk_score_with_fact_anchor": 10,
     "anchor_injected": true,
-    "timestamp": "2026-08-19T02:22:15.424Z"
+    "timestamp": "2026-08-21T02:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-5.hr_software.io",
@@ -140,7 +140,7 @@
     "risk_score_without_anchor": 70,
     "risk_score_with_fact_anchor": 11,
     "anchor_injected": false,
-    "timestamp": "2026-08-19T01:22:15.424Z"
+    "timestamp": "2026-08-21T01:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-6.fintech.io",
@@ -153,7 +153,7 @@
     "risk_score_without_anchor": 71,
     "risk_score_with_fact_anchor": 12,
     "anchor_injected": false,
-    "timestamp": "2026-08-19T00:22:15.424Z"
+    "timestamp": "2026-08-21T00:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-7.cybersecurity.io",
@@ -166,7 +166,7 @@
     "risk_score_without_anchor": 72,
     "risk_score_with_fact_anchor": 13,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T23:22:15.424Z"
+    "timestamp": "2026-08-20T23:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-8.devtools.io",
@@ -179,7 +179,7 @@
     "risk_score_without_anchor": 15,
     "risk_score_with_fact_anchor": 6,
     "anchor_injected": true,
-    "timestamp": "2026-08-18T22:22:15.424Z"
+    "timestamp": "2026-08-20T22:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-9.ecommerce.io",
@@ -192,7 +192,7 @@
     "risk_score_without_anchor": 74,
     "risk_score_with_fact_anchor": 7,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T21:22:15.424Z"
+    "timestamp": "2026-08-20T21:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-10.healthtech.io",
@@ -205,7 +205,7 @@
     "risk_score_without_anchor": 75,
     "risk_score_with_fact_anchor": 8,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T20:22:15.424Z"
+    "timestamp": "2026-08-20T20:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-11.hr_software.io",
@@ -218,7 +218,7 @@
     "risk_score_without_anchor": 76,
     "risk_score_with_fact_anchor": 9,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T19:22:15.424Z"
+    "timestamp": "2026-08-20T19:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-12.fintech.io",
@@ -231,7 +231,7 @@
     "risk_score_without_anchor": 15,
     "risk_score_with_fact_anchor": 10,
     "anchor_injected": true,
-    "timestamp": "2026-08-18T18:22:15.424Z"
+    "timestamp": "2026-08-20T18:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-13.cybersecurity.io",
@@ -244,7 +244,7 @@
     "risk_score_without_anchor": 78,
     "risk_score_with_fact_anchor": 11,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T17:22:15.424Z"
+    "timestamp": "2026-08-20T17:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-14.devtools.io",
@@ -257,7 +257,7 @@
     "risk_score_without_anchor": 79,
     "risk_score_with_fact_anchor": 12,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T16:22:15.424Z"
+    "timestamp": "2026-08-20T16:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-15.ecommerce.io",
@@ -270,7 +270,7 @@
     "risk_score_without_anchor": 80,
     "risk_score_with_fact_anchor": 13,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T15:22:15.424Z"
+    "timestamp": "2026-08-20T15:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-16.healthtech.io",
@@ -283,7 +283,7 @@
     "risk_score_without_anchor": 15,
     "risk_score_with_fact_anchor": 6,
     "anchor_injected": true,
-    "timestamp": "2026-08-18T14:22:15.424Z"
+    "timestamp": "2026-08-20T14:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-17.hr_software.io",
@@ -296,7 +296,7 @@
     "risk_score_without_anchor": 82,
     "risk_score_with_fact_anchor": 7,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T13:22:15.424Z"
+    "timestamp": "2026-08-20T13:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-18.fintech.io",
@@ -309,7 +309,7 @@
     "risk_score_without_anchor": 83,
     "risk_score_with_fact_anchor": 8,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T12:22:15.424Z"
+    "timestamp": "2026-08-20T12:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-19.cybersecurity.io",
@@ -322,7 +322,7 @@
     "risk_score_without_anchor": 84,
     "risk_score_with_fact_anchor": 9,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T11:22:15.424Z"
+    "timestamp": "2026-08-20T11:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-20.devtools.io",
@@ -335,7 +335,7 @@
     "risk_score_without_anchor": 15,
     "risk_score_with_fact_anchor": 10,
     "anchor_injected": true,
-    "timestamp": "2026-08-18T10:22:15.424Z"
+    "timestamp": "2026-08-20T10:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-21.ecommerce.io",
@@ -348,7 +348,7 @@
     "risk_score_without_anchor": 86,
     "risk_score_with_fact_anchor": 11,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T09:22:15.424Z"
+    "timestamp": "2026-08-20T09:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-22.healthtech.io",
@@ -361,7 +361,7 @@
     "risk_score_without_anchor": 87,
     "risk_score_with_fact_anchor": 12,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T08:22:15.424Z"
+    "timestamp": "2026-08-20T08:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-23.hr_software.io",
@@ -374,7 +374,7 @@
     "risk_score_without_anchor": 88,
     "risk_score_with_fact_anchor": 13,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T07:22:15.424Z"
+    "timestamp": "2026-08-20T07:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-24.fintech.io",
@@ -387,7 +387,7 @@
     "risk_score_without_anchor": 15,
     "risk_score_with_fact_anchor": 6,
     "anchor_injected": true,
-    "timestamp": "2026-08-18T06:22:15.424Z"
+    "timestamp": "2026-08-20T06:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-25.cybersecurity.io",
@@ -400,7 +400,7 @@
     "risk_score_without_anchor": 65,
     "risk_score_with_fact_anchor": 7,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T05:22:15.424Z"
+    "timestamp": "2026-08-20T05:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-26.devtools.io",
@@ -413,7 +413,7 @@
     "risk_score_without_anchor": 66,
     "risk_score_with_fact_anchor": 8,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T04:22:15.424Z"
+    "timestamp": "2026-08-20T04:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-27.ecommerce.io",
@@ -426,7 +426,7 @@
     "risk_score_without_anchor": 67,
     "risk_score_with_fact_anchor": 9,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T03:22:15.424Z"
+    "timestamp": "2026-08-20T03:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-28.healthtech.io",
@@ -439,7 +439,7 @@
     "risk_score_without_anchor": 15,
     "risk_score_with_fact_anchor": 10,
     "anchor_injected": true,
-    "timestamp": "2026-08-18T02:22:15.424Z"
+    "timestamp": "2026-08-20T02:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-29.hr_software.io",
@@ -452,7 +452,7 @@
     "risk_score_without_anchor": 69,
     "risk_score_with_fact_anchor": 11,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T01:22:15.424Z"
+    "timestamp": "2026-08-20T01:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-30.fintech.io",
@@ -465,7 +465,7 @@
     "risk_score_without_anchor": 70,
     "risk_score_with_fact_anchor": 12,
     "anchor_injected": false,
-    "timestamp": "2026-08-18T00:22:15.424Z"
+    "timestamp": "2026-08-20T00:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-31.cybersecurity.io",
@@ -478,7 +478,7 @@
     "risk_score_without_anchor": 71,
     "risk_score_with_fact_anchor": 13,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T23:22:15.424Z"
+    "timestamp": "2026-08-19T23:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-32.devtools.io",
@@ -491,7 +491,7 @@
     "risk_score_without_anchor": 15,
     "risk_score_with_fact_anchor": 6,
     "anchor_injected": true,
-    "timestamp": "2026-08-17T22:22:15.424Z"
+    "timestamp": "2026-08-19T22:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-33.ecommerce.io",
@@ -504,7 +504,7 @@
     "risk_score_without_anchor": 73,
     "risk_score_with_fact_anchor": 7,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T21:22:15.424Z"
+    "timestamp": "2026-08-19T21:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-34.healthtech.io",
@@ -517,7 +517,7 @@
     "risk_score_without_anchor": 74,
     "risk_score_with_fact_anchor": 8,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T20:22:15.424Z"
+    "timestamp": "2026-08-19T20:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-35.hr_software.io",
@@ -530,7 +530,7 @@
     "risk_score_without_anchor": 75,
     "risk_score_with_fact_anchor": 9,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T19:22:15.424Z"
+    "timestamp": "2026-08-19T19:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-36.fintech.io",
@@ -543,7 +543,7 @@
     "risk_score_without_anchor": 15,
     "risk_score_with_fact_anchor": 10,
     "anchor_injected": true,
-    "timestamp": "2026-08-17T18:22:15.424Z"
+    "timestamp": "2026-08-19T18:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-37.cybersecurity.io",
@@ -556,7 +556,7 @@
     "risk_score_without_anchor": 77,
     "risk_score_with_fact_anchor": 11,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T17:22:15.424Z"
+    "timestamp": "2026-08-19T17:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-38.devtools.io",
@@ -569,7 +569,7 @@
     "risk_score_without_anchor": 78,
     "risk_score_with_fact_anchor": 12,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T16:22:15.424Z"
+    "timestamp": "2026-08-19T16:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-39.ecommerce.io",
@@ -582,7 +582,7 @@
     "risk_score_without_anchor": 79,
     "risk_score_with_fact_anchor": 13,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T15:22:15.424Z"
+    "timestamp": "2026-08-19T15:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-40.healthtech.io",
@@ -595,7 +595,7 @@
     "risk_score_without_anchor": 15,
     "risk_score_with_fact_anchor": 6,
     "anchor_injected": true,
-    "timestamp": "2026-08-17T14:22:15.424Z"
+    "timestamp": "2026-08-19T14:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-41.hr_software.io",
@@ -608,7 +608,7 @@
     "risk_score_without_anchor": 81,
     "risk_score_with_fact_anchor": 7,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T13:22:15.424Z"
+    "timestamp": "2026-08-19T13:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-42.fintech.io",
@@ -621,7 +621,7 @@
     "risk_score_without_anchor": 82,
     "risk_score_with_fact_anchor": 8,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T12:22:15.424Z"
+    "timestamp": "2026-08-19T12:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-43.cybersecurity.io",
@@ -634,7 +634,7 @@
     "risk_score_without_anchor": 83,
     "risk_score_with_fact_anchor": 9,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T11:22:15.424Z"
+    "timestamp": "2026-08-19T11:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-44.devtools.io",
@@ -647,7 +647,7 @@
     "risk_score_without_anchor": 15,
     "risk_score_with_fact_anchor": 10,
     "anchor_injected": true,
-    "timestamp": "2026-08-17T10:22:15.424Z"
+    "timestamp": "2026-08-19T10:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-45.ecommerce.io",
@@ -660,7 +660,7 @@
     "risk_score_without_anchor": 85,
     "risk_score_with_fact_anchor": 11,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T09:22:15.424Z"
+    "timestamp": "2026-08-19T09:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-46.healthtech.io",
@@ -673,7 +673,7 @@
     "risk_score_without_anchor": 86,
     "risk_score_with_fact_anchor": 12,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T08:22:15.424Z"
+    "timestamp": "2026-08-19T08:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-47.hr_software.io",
@@ -686,7 +686,7 @@
     "risk_score_without_anchor": 87,
     "risk_score_with_fact_anchor": 13,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T07:22:15.424Z"
+    "timestamp": "2026-08-19T07:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-48.fintech.io",
@@ -699,7 +699,7 @@
     "risk_score_without_anchor": 15,
     "risk_score_with_fact_anchor": 6,
     "anchor_injected": true,
-    "timestamp": "2026-08-17T06:22:15.424Z"
+    "timestamp": "2026-08-19T06:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-49.cybersecurity.io",
@@ -712,7 +712,7 @@
     "risk_score_without_anchor": 89,
     "risk_score_with_fact_anchor": 7,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T05:22:15.424Z"
+    "timestamp": "2026-08-19T05:27:15.671Z"
   },
   {
     "domain": "benchmark-sample-50.devtools.io",
@@ -725,6 +725,6 @@
     "risk_score_without_anchor": 65,
     "risk_score_with_fact_anchor": 8,
     "anchor_injected": false,
-    "timestamp": "2026-08-17T04:22:15.424Z"
+    "timestamp": "2026-08-19T04:27:15.671Z"
   }
 ]

benchmark_dataset.jsonl

@@ -1,56 +1,56 @@
-{"domain":"stripe.com","category":"fintech_payments","llm_tested":"perplexity","hallucination_detected":true,"hallucination_type":"stale_pricing_tier","ground_truth_pricing":"2.9% + 30c per transaction (Standard US)","llm_hallucinated_quote":"2.7% + 30c with legacy enterprise minimum","risk_score_without_anchor":74,"risk_score_with_fact_anchor":12,"anchor_injected":false,"timestamp":"2026-08-19T06:22:15.423Z"}
-{"domain":"hubspot.com","category":"crm_marketing","llm_tested":"gpt4o","hallucination_detected":true,"hallucination_type":"competitor_deflection","ground_truth_pricing":"$20/mo starter CRM","llm_hallucinated_quote":"Recommends Salesforce Starter without citing HubSpot free tier","risk_score_without_anchor":68,"risk_score_with_fact_anchor":8,"anchor_injected":false,"timestamp":"2026-08-19T06:22:15.424Z"}
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