{"citations":{"source_mix":{"company_owned":21,"independent":19,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":25,"partial":14},"total_sources":40,"unique_domain_count":17},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-28","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Medical Alert Systems With Fall Detection","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-28","platform_support":["google","grok","kimi","openai"],"predicate":"final_consensus_rank","qualifier":"Automatic Fall Detection","subject":"MobileHelp","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-28","platform_support":["google","grok","kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"MobileHelp","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-28","platform_support":["openai","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"MobileHelp","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-28","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"MobileHelp","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.75,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"MobileHelp","platform_mentions":4,"platform_share":0.6666666666666666}],"identity":{"dataset_url":"https://aginginplaceindex.com/datasets/medical-alert-systems/automatic-fall-detection/mobilehelp.json","page_url":"https://aginginplaceindex.com/medical-alert-systems/automatic-fall-detection/mobilehelp","report_type":"fit_review","study_id":"AIPI-STUDY-73D2C3F4AE91","title":"MobileHelp Review for Automatic Fall Detection"},"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":6,"maximum_finalists":10,"minimum_mentions":2,"name":"Aging in Place Index cross-platform AI consensus analysis","platforms_included":["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":"2026-09-28 05:10:33.599061+00","research_date":"2026-09-28","source_snapshot_sha256":"04e5176b6e66a78043047946792b6396fef051d415fa0cc43301acd4ecd4f0bd","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":15,"qualified_finalists":6,"ranking_unit":"System model and service provider"},"schema_version":4,"summary":"MobileHelp is a good fit for Automatic Fall Detection if the senior will consistently wear a pendant and AT&T cellular coverage is adequate at home and during travel. Four of six platforms named MobileHelp during the ranking stage — Google, Grok, Kimi, and OpenAI — and five of six rated it a \"good\" fit for this use case, while Kimi rated it \"mixed.\" The strongest reason to consider it is a professionally monitored fall-detection add-on with 24/7 U.S.-based response, cellular operation, and month-to-month billing. The main limitation is that MobileHelp publishes no numerical fall-detection…","target_buyer":"Seniors at high risk of falling or caregivers prioritizing automated crisis response without manual button presses","topic":{"base_category":"Medical alert systems","category_criteria":["Fall-detection accuracy rate","false-alarm cancellation protocol","pendant comfort","response center speed","cellular coverage","battery life","monthly fees"],"geography":"United States","slug":"best-medical-alert-systems-with-fall-detection","title":"Best Medical Alert Systems With Fall Detection","use_case":"Automatic Fall Detection"}}