{"buyer_scenarios":[{"fit":"best_suited","scenario":"Applicants using CPAP or another documented treatment consistently for at least one year (, anthropic)."},{"fit":"best_suited","scenario":"Applicants with mild or moderate obstructive sleep apnea, favorable sleep-study metrics, no residual symptoms, and otherwise acceptable health ."},{"fit":"best_suited","scenario":"Applicants who can supply recent sleep-study results and CPAP compliance downloads ."},{"fit":"best_suited","scenario":"Buyers seeking competitively priced fully underwritten term coverage with unusually long level-premium options, including 30- or 40-year terms (, -1, )."},{"fit":"not_best_suited","scenario":"Applicants with severe untreated sleep apnea. Banner underwriting guidance lists severe and untreated sleep apnea among conditions requiring underwriting attention before submission , and one platform reported a…"},{"fit":"not_best_suited","scenario":"Applicants with central sleep apnea or unresolved testing, symptoms, or significant related cardiovascular or metabolic conditions (, openai)."},{"fit":"not_best_suited","scenario":"Buyers who need guaranteed acceptance or coverage without meaningful medical underwriting (openai, )."},{"fit":"not_best_suited","scenario":"Buyers who need chronic illness or critical illness riders, which one independent comparison states Banner does not offer (-10, -11)."}],"citations":{"source_mix":{"company_owned":25,"independent":24,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":27,"partial":8},"total_sources":49,"unique_domain_count":23},"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 Sleep Apnea","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-22","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Life Insurance for Sleep Apnea","subject":"Banner Life","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-22","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Banner Life","unit":"platforms","value":7},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-22","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Banner Life","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-22","platform_support":["openai","anthropic","deepseek","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Banner Life","unit":"platforms","value":5}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.7142857142857144,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Banner Life","platform_mentions":7,"platform_share":1}],"identity":{"dataset_url":"https://lifeinsuranceconsensusindex.com/datasets/health-conditions-and-high-risk-life-insurance/life-insurance-for-sleep-apnea/banner-life.json","page_url":"https://lifeinsuranceconsensusindex.com/health-conditions-and-high-risk-life-insurance/life-insurance-for-sleep-apnea/banner-life","report_type":"fit_review","study_id":"LICI-STUDY-75278D804491","title":"Banner Life for Life Insurance for Sleep Apnea: 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.","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 06:39:47.248424+00","research_date":"2026-09-22","source_snapshot_sha256":"a0e8606ee8ed45b3627a17a8bc55930c1e349c7d3008ce2590dec31c29c8dc87","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":14,"qualified_finalists":10,"ranking_unit":"Life insurance carrier"},"schema_version":4,"summary":"Banner Life is a good fit for a buyer with sleep apnea who wants fully underwritten term life insurance and whose condition is mild or moderate, treated, documented, and well controlled. All seven platforms that named Banner Life in the ranking stage placed it in their carrier lists, and it finished first overall. The strongest reason to consider it is Banner's published underwriting guidance, which explicitly identifies favorable treatment for certain mild or moderate sleep apnea cases and prices substandard cases from the Standard Plus base. The main limitation is that severe untreated…","target_buyer":"A consumer diagnosed with sleep apnea wants life insurance.","topic":{"base_category":"Health Conditions & High-Risk Life Insurance","category_criteria":["They understand that underwriting may consider severity","sleep-study results","CPAP or other treatment compliance","symptoms","weight","cardiovascular health","and whether the condition appears well controlled."],"geography":"United States","slug":"best-life-insurance-for-sleep-apnea","title":"Best Life Insurance for Sleep Apnea","use_case":"Life Insurance for Sleep Apnea"}}