{"buyer_scenarios":[{"fit":"best_suited","scenario":"Applicants with mild-to-moderate, well-controlled obstructive sleep apnea who are actively using CPAP with documented compliance (-3, , )."},{"fit":"best_suited","scenario":"Health-conscious buyers willing to track and report wellness activities to earn Vitality rewards (, -4)."},{"fit":"best_suited","scenario":"Buyers who want premium reduction through behavioral incentives aligned with CPAP adherence ."},{"fit":"best_suited","scenario":"Consumers aged 35–60 who may benefit from the early 2026 term rate reductions (-1, -7)."},{"fit":"not_best_suited","scenario":"Applicants with untreated or undiagnosed sleep apnea (-11, )."},{"fit":"not_best_suited","scenario":"Individuals with severe sleep apnea (AHI 30+) without long-term treatment compliance documentation (-11, )."},{"fit":"not_best_suited","scenario":"Applicants with moderate or severe obstructive sleep apnea combined with coronary artery disease, diabetes, obesity, peripheral vascular disease, TIA, valvular heart disease, or alcohol abuse, which one platform…"},{"fit":"not_best_suited","scenario":"Applicants with severe sleep apnea plus treatment non-compliance, oxygen use, or respiratory compromise or failure, which one platform reported as uninsurable at John Hancock ."}],"citations":{"source_mix":{"company_owned":15,"independent":31,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":35,"partial":11},"total_sources":46,"unique_domain_count":25},"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","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"Life Insurance for Sleep Apnea","subject":"John Hancock","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-22","platform_support":["anthropic","deepseek","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"John Hancock","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-22","platform_support":["openai","anthropic","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"John Hancock","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-22","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"John Hancock","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.75,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"John Hancock","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://lifeinsuranceconsensusindex.com/datasets/health-conditions-and-high-risk-life-insurance/life-insurance-for-sleep-apnea/john-hancock.json","page_url":"https://lifeinsuranceconsensusindex.com/health-conditions-and-high-risk-life-insurance/life-insurance-for-sleep-apnea/john-hancock","report_type":"fit_review","study_id":"LICI-STUDY-75BE5E33DCDC","title":"John Hancock 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.","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 06:48:54.808646+00","research_date":"2026-09-22","source_snapshot_sha256":"61d2b73f42d4a72eec7e739f4d5abf881f1bfa0d079b7011de33ca99756bf9b5","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":14,"qualified_finalists":10,"ranking_unit":"Life insurance carrier"},"schema_version":4,"summary":"John Hancock is a good — but not confirmed best-in-market — fit for a U.S. buyer with sleep apnea. Four of the seven platforms in this study named John Hancock during ranking discovery, and six of the seven rated it a \"good\" fit for this use case; one (DeepSeek) rated it \"uncertain.\" The strongest reason to consider it is the combination of fully underwritten term coverage with the Vitality wellness program, which rewards sleep and activity tracking and can reduce premiums by up to 25% (-16, ). The main limitation is that no platform found a published, sleep-apnea-specific John Hancock…","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"}}