{"buyer_scenarios":[{"fit":"best_suited","scenario":"Applicants seeking financially strong term coverage with conversion flexibility (openai)."},{"fit":"best_suited","scenario":"Applicants who need permanent coverage and value guaranteed whole-life cash value, fixed premiums, and possible non-guaranteed dividends (openai)."},{"fit":"best_suited","scenario":"Workers in construction, logging, or resource extraction with lower-to-moderate hazard exposure and documented safety practices (anthropic)."},{"fit":"best_suited","scenario":"Buyers prioritizing financial strength and long-term claims reliability, given the A++ rating and 155-plus-year dividend history (anthropic:source-19-3, anthropic:source-26-9, anthropic:source-26-10)."},{"fit":"not_best_suited","scenario":"Applicants who need a publicly confirmed specialist market for hazardous occupations (openai)."},{"fit":"not_best_suited","scenario":"Applicants seeking a guaranteed online price before occupational and medical underwriting (openai)."},{"fit":"not_best_suited","scenario":"Commercial pilots or police bomb technicians seeking individual coverage (anthropic:source-37-1)."},{"fit":"not_best_suited","scenario":"Buyers wanting fully online application and policy purchase with no agent involvement; every Guardian application routes through a licensed financial professional (anthropic:source-19-9)."}],"citations":{"source_mix":{"company_owned":26,"independent":22,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":36,"partial":12},"total_sources":48,"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 High-Risk Occupations","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-22","platform_support":["deepseek","perplexity"],"predicate":"final_consensus_rank","qualifier":"Life Insurance for High-Risk Occupations","subject":"Guardian Life","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-22","platform_support":["deepseek","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Guardian Life","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-22","platform_support":["openai","anthropic","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Guardian Life","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-22","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Guardian Life","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":7,"best_rank":7,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Guardian Life","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://lifeinsuranceconsensusindex.com/datasets/health-conditions-and-high-risk-life-insurance/life-insurance-for-high-risk-occupations/guardian-life.json","page_url":"https://lifeinsuranceconsensusindex.com/health-conditions-and-high-risk-life-insurance/life-insurance-for-high-risk-occupations/guardian-life","report_type":"fit_review","study_id":"LICI-STUDY-8C7B109F3D1A","title":"Guardian Life for Life Insurance for High-Risk Occupations: 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.","Company-owned citations materially outnumber independent citations; do not describe company claims as independently verified.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","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":"2026-09-23 07:55:56.375351+00","research_date":"2026-09-22","source_snapshot_sha256":"c80ed89ab129c935f076b120f174a52abd2b875f7bd971592f3226649349e0f9","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":24,"qualified_finalists":10,"ranking_unit":"Life insurance carrier"},"schema_version":4,"summary":"Guardian Life is a mixed fit for life insurance in high-risk occupations. Two of the seven included platforms named Guardian Life during the ranking stage, and both placed it at rank 7. The strongest reason to consider it is that Guardian explicitly considers occupation during underwriting and offers level term durations of 10, 15, 20, and 30 years plus participating whole life, backed by strong reported financial-strength ratings . The main limitation is that Guardian's public materials do not disclose occupation-specific acceptance rules, surcharges, exclusions, or prices, and Guardian…","target_buyer":"A consumer works in an occupation that may involve elevated physical risk, such as commercial fishing, logging, mining, offshore work, certain construction work, or another hazardous profession.","topic":{"base_category":"Health Conditions & High-Risk Life Insurance","category_criteria":["They want life insurance from carriers that may be reasonably competitive for occupational risks."],"geography":"United States","slug":"best-life-insurance-for-high-risk-occupations","title":"Best Life Insurance for High-Risk Occupations","use_case":"Life Insurance for High-Risk Occupations"}}