{"buyer_scenarios":[{"fit":"best_suited","scenario":"Applicants seeking level-premium term coverage with 10- to 40-year duration options ."},{"fit":"best_suited","scenario":"Construction workers and skilled trades where hazard is moderate or documented as minimal with proper safety protocols (anthropic)."},{"fit":"best_suited","scenario":"Younger workers in high-risk fields with strong health and safety training credentials (anthropic)."},{"fit":"best_suited","scenario":"Applicants who may value conversion to permanent coverage without new medical underwriting, subject to rider and policy terms ."},{"fit":"not_best_suited","scenario":"Commercial fishermen, loggers, or miners with extreme occupational hazard ratings where standard underwriting may decline or impose very high flat extras (anthropic)."},{"fit":"not_best_suited","scenario":"Workers in remote, international, or offshore environments where Protective's underwriting may be limited (anthropic)."},{"fit":"not_best_suited","scenario":"Applicants seeking guaranteed-issue or simplified-issue coverage with minimal occupational review (openai, deepseek, perplexity)."},{"fit":"not_best_suited","scenario":"Applicants who need evidence that a carrier is specifically a market leader for offshore, mining, logging, commercial fishing, or similar risks (openai)."}],"citations":{"source_mix":{"company_owned":30,"independent":17,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":38,"partial":8},"total_sources":47,"unique_domain_count":21},"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":["anthropic","google","grok","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"Life Insurance for High-Risk Occupations","subject":"Protective Life","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-22","platform_support":["anthropic","google","grok","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Protective Life","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-22","platform_support":["anthropic","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Protective Life","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-22","platform_support":["openai","deepseek","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Protective Life","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-22","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Protective Life","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.6,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Protective Life","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://lifeinsuranceconsensusindex.com/datasets/health-conditions-and-high-risk-life-insurance/life-insurance-for-high-risk-occupations/protective-life.json","page_url":"https://lifeinsuranceconsensusindex.com/health-conditions-and-high-risk-life-insurance/life-insurance-for-high-risk-occupations/protective-life","report_type":"fit_review","study_id":"LICI-STUDY-FCA6BA068CE3","title":"Protective 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.","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":"2026-09-23 07:47:03.562146+00","research_date":"2026-09-22","source_snapshot_sha256":"0ff34558b3b3cf7b62135ec06c3d039b7c44c4b5e1a35a98c4cab2b946f39e05","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":24,"qualified_finalists":10,"ranking_unit":"Life insurance carrier"},"schema_version":4,"summary":"Protective Life is a mixed fit for Life Insurance for High-Risk Occupations. Five of seven platforms named it during the ranking stage, and it finished third overall with an average listed rank of 4.6. Its strongest case rests on Protective Classic Choice Term: long level-term periods, traditional underwriting for complex cases, and conversion flexibility. The main limitation is that no reviewed public source shows occupation-specific underwriting rules, flat-extra schedules, or pricing for commercial fishing, logging, mining, offshore work, or high-rise construction. Buyers should treat…","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"}}