{"buyer_scenarios":[{"fit":"best_suited","scenario":"Applicants with multiple or complex cardiac events — for example, heart attack plus stents plus AFib — stable on medication for years (-3, kimi:mozdex-best-2026)."},{"fit":"best_suited","scenario":"Applicants who have been declined or heavily rated by other carriers and want an independent review (-14, kimi:mozdex-best-2026)."},{"fit":"best_suited","scenario":"Applicants with paired cardiac and metabolic diagnoses, such as heart disease with diabetes or COPD, where other carriers apply stricter underwriting (-11)."},{"fit":"best_suited","scenario":"Applicants who can supply recent cardiology records, testing, treatment history, and medication information (, kimi:mozdex-best-2026)."},{"fit":"not_best_suited","scenario":"Applicants with a recent heart attack or major cardiac intervention within the past 12 to 24 months (-2, -3, -1)."},{"fit":"not_best_suited","scenario":"Applicants with unstable or uncontrolled heart disease, declining ejection fraction, or active progression (-2, kimi:mozdex-best-2026)."},{"fit":"not_best_suited","scenario":"Applicants who need guaranteed acceptance regardless of health. Transamerica does not offer standard guaranteed-issue life insurance; high-risk applicants who cannot pass medical underwriting are limited to the final…"},{"fit":"not_best_suited","scenario":"Applicants who want a confirmed price before full underwriting (, deepseek:t1)."}],"citations":{"source_mix":{"company_owned":16,"independent":24,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":7},"total_sources":42,"unique_domain_count":24},"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 With Heart Disease","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-22","platform_support":["anthropic","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Life Insurance for People With Heart Disease","subject":"Transamerica","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-22","platform_support":["anthropic","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Transamerica","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-22","platform_support":["anthropic","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Transamerica","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-22","platform_support":["openai","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Transamerica","unit":"platforms","value":5}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.75,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Transamerica","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://lifeinsuranceconsensusindex.com/datasets/health-conditions-and-high-risk-life-insurance/life-insurance-for-people-with-heart-disease/transamerica.json","page_url":"https://lifeinsuranceconsensusindex.com/health-conditions-and-high-risk-life-insurance/life-insurance-for-people-with-heart-disease/transamerica","report_type":"fit_review","study_id":"LICI-STUDY-C460B0FDD38B","title":"Transamerica for Life Insurance for People With Heart Disease: 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 04:58:36.338626+00","research_date":"2026-09-22","source_snapshot_sha256":"772e77525861f569aafda1a5ddec542e6c89f068b9c6ffba62266acac6b1d4f7","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":21,"qualified_finalists":10,"ranking_unit":"Life insurance carrier"},"schema_version":4,"summary":"Transamerica is a mixed fit for life insurance shoppers with heart disease. Four of the seven platforms in this study named Transamerica during the ranking stage, and those four placed it between 4th and 8th. Its strongest case is underwriting flexibility: independent broker sources report it will individually review complex cardiac histories — including multiple events such as heart attack, stents, and atrial fibrillation — that other carriers decline, and its Trendsetter LB term policy includes accelerated death benefits for critical illness such as heart attack. The main limitation is…","target_buyer":"A consumer with a history of heart disease wants life insurance.","topic":{"base_category":"Health Conditions & High-Risk Life Insurance","category_criteria":["They understand that eligibility and pricing may depend on the specific diagnosis","severity","cardiac testing","treatment","medications","symptoms","other risk factors","and overall stability."],"geography":"United States","slug":"best-life-insurance-for-people-with-heart-disease","title":"Best Life Insurance for People With Heart Disease","use_case":"Life Insurance for People With Heart Disease"}}