{"buyer_scenarios":[{"fit":"best_suited","scenario":"Buyers who want a path from term to permanent coverage without new medical underwriting (-5, grok:)."},{"fit":"best_suited","scenario":"Applicants who can provide current medical records, laboratory results, and physician statements (openai, -1)."},{"fit":"best_suited","scenario":"Buyers prioritizing a highly rated carrier's claims-paying strength (-1, -2)."},{"fit":"best_suited","scenario":"Applicants who will work through an independent broker experienced in HIV underwriting to obtain an informal assessment before a formal application (openai, deepseek)."},{"fit":"not_best_suited","scenario":"Applicants within the first year post-diagnosis or less than six months into treatment (anthropic, kimi:riskquoter-hiv)."},{"fit":"not_best_suited","scenario":"Applicants with AIDS-defining conditions, CD4 counts below 200, or recent viral blips (anthropic, kimi:riskquoter-hiv)."},{"fit":"not_best_suited","scenario":"Applicants whose HIV was acquired through blood transfusion or intravenous drug use (-12, kimi:riskquoter-hiv, )."},{"fit":"not_best_suited","scenario":"Residents of Hawaii or Vermont (kimi:riskquoter-hiv, )."}],"citations":{"source_mix":{"company_owned":11,"independent":18,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":24,"partial":5},"total_sources":31,"unique_domain_count":22},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-22","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Life Insurance for People Living With HIV","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-22","platform_support":["anthropic","deepseek","google","grok","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"Life Insurance for People Living With HIV","subject":"Prudential Financial","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-22","platform_support":["anthropic","deepseek","google","grok","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Prudential Financial","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-22","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Prudential Financial","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-22","platform_support":["anthropic","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Prudential Financial","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-22","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Prudential Financial","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-22","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Prudential Financial","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Prudential Financial","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://lifeinsuranceconsensusindex.com/datasets/health-conditions-and-high-risk-life-insurance/life-insurance-for-people-living-with-hiv/prudential-financial.json","page_url":"https://lifeinsuranceconsensusindex.com/health-conditions-and-high-risk-life-insurance/life-insurance-for-people-living-with-hiv/prudential-financial","report_type":"fit_review","study_id":"LICI-STUDY-3CEAA9124F0E","title":"Prudential Financial for Life Insurance for People Living With HIV: AI Consensus Fit Review"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","All included platforms evaluated fit, but platformmentions counts only platforms that named the entity during ranking discovery.","Do not resolve conflicting product names, pricing, or capabilities by guessing; describe the conflict and tell buyers what to verify.","The supplied URLs were collected from platform responses and were not independently validated by the writer stage.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","Citations are platform-reported evidence, not independently verified facts. No-search model claims require explicit verification before being described as current facts."],"methodology":{"fit_rating_contract":["strong","good","mixed","weak","uncertain"],"included_valid_platform_count":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Life Insurance Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"platforms_queried":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"stages":["ranking_discovery","fit_assessment","normalization","editorial_synthesis"],"version":"alias-table-1"},"provenance":{"generated_at":"2026-09-22 07:44:57.867258+00","research_date":"2026-09-22","source_snapshot_sha256":"d622eb746921e303cc0e3c9b0b174c9867e9c90cc8fe0788f9089a29bdb7ea91","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":23,"qualified_finalists":9,"ranking_unit":"Life insurance carrier"},"schema_version":4,"summary":"Prudential Financial is a mixed-to-good fit for Life Insurance for People Living With HIV, not a clear winner. Six of seven platforms named Prudential during ranking discovery, and it finished second overall with an average listed rank of 2.0 and a best rank of 1. Its strongest case is historical and structural: Prudential was the first major U.S. insurer to write individual convertible term coverage for people living with HIV, and its 10- and 15-year term products remain the most consistently cited match. The main limitation is transparency: no platform verified current, public,…","target_buyer":"A consumer living with HIV wants life insurance and is receiving ongoing medical care.","topic":{"base_category":"Health Conditions & High-Risk Life Insurance","category_criteria":["They understand that underwriting may consider treatment adherence","viral load","CD4 counts","duration of stability","other health conditions","medical follow-up","and the specific carrier's current underwriting guidelines."],"geography":"United States","slug":"best-life-insurance-for-people-living-with-hiv","title":"Best Life Insurance for People Living With HIV","use_case":"Life Insurance for People Living With HIV"}}