{"citations":{"source_mix":{"company_owned":12,"independent":25,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":14,"partial":4},"total_sources":37,"unique_domain_count":21},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-26","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Medical Alert Systems for Active Seniors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-26","platform_support":["deepseek","google","grok","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"On-the-Go & Active Mobility","subject":"LifeFone MobileAlert","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-26","platform_support":["deepseek","google","grok","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"LifeFone MobileAlert","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-26","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"LifeFone MobileAlert","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-26","platform_support":["openai","anthropic","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"LifeFone MobileAlert","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-26","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"LifeFone MobileAlert","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"LifeFone MobileAlert","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://aginginplaceindex.com/datasets/medical-alert-systems/on-the-go-active-mobility/lifefone-mobilealert.json","page_url":"https://aginginplaceindex.com/medical-alert-systems/on-the-go-active-mobility/lifefone-mobilealert","report_type":"fit_review","study_id":"AIPI-STUDY-33197C628BDD","title":"LifeFone MobileAlert Review for Active Seniors"},"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":"Aging in Place 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":"2026-09-26 10:44:42.880573+00","research_date":"2026-09-26","source_snapshot_sha256":"ed41f9e92dc5cc55b34b6dd9fe1481eb47751e1b09d33f91127044e864b5a5c8","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":14,"qualified_finalists":7,"ranking_unit":"Mobile device model and service provider"},"schema_version":4,"summary":"LifeFone MobileAlert is a good fit for active older adults who want a U.S. cellular medical-alert service usable away from home. Five of seven platforms named it during ranking discovery (71.4% of included platform responses), with an average listed rank of 3.0 and a best rank of 1. The strongest reason to consider it is the VIPx2's publicly listed battery life of up to 18 days, combined with GPS/Wi-Fi/cellular location, two-way voice, water resistance, and month-to-month cancellation. The main limitation is that location precision is not guaranteed, carrier descriptions are inconsistent…","target_buyer":"Active older adults who frequently travel, walk, drive, or spend extended time away from home","topic":{"base_category":"Medical alert systems","category_criteria":["Cellular network reliability","GPS location precision","two-way audio clarity","water resistance","device portability","battery life","monthly subscription cost"],"geography":"United States","slug":"best-medical-alert-systems-for-active-seniors","title":"Best Medical Alert Systems for Active Seniors","use_case":"On-the-Go & Active Mobility"}}