{"citations":{"source_mix":{"company_owned":10,"independent":31,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":4},"total_sources":41,"unique_domain_count":20},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-27","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Affordable Medical Alert Systems","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-27","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Budget-Friendly Emergency Response","subject":"MobileHelp","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-27","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"MobileHelp","unit":"platforms","value":7},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-27","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"MobileHelp","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-27","platform_support":["openai","anthropic","deepseek","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"MobileHelp","unit":"platforms","value":6}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.4285714285714284,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"MobileHelp","platform_mentions":7,"platform_share":1}],"identity":{"dataset_url":"https://aginginplaceindex.com/datasets/medical-alert-systems/budget-friendly-emergency-response/mobilehelp.json","page_url":"https://aginginplaceindex.com/medical-alert-systems/budget-friendly-emergency-response/mobilehelp","report_type":"fit_review","study_id":"AIPI-STUDY-16F1195EED28","title":"MobileHelp Review for Budget-Friendly Emergency Response"},"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.","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":"2026-09-27 07:56:35.774909+00","research_date":"2026-09-27","source_snapshot_sha256":"84b4855a62861a2aee4cab77b4a0997b463acb5baab5ecbbe39467c17bc43299","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":16,"qualified_finalists":10,"ranking_unit":"System model and service provider"},"schema_version":4,"summary":"MobileHelp is a good, though not unqualified, fit for Budget-Friendly Emergency Response. All seven platforms that named it in the ranking stage included it, and it finished with an average listed rank of 2.43 and a best rank of 1. The strongest reason to consider it is the MobileHelp Classic Cellular in-home system: a low advertised base monitoring rate, no upfront equipment purchase, 24/7 professional monitoring, and a long reported in-home range. The main limitation is pricing and contract ambiguity — public sources disagree on the monthly rate, fall detection costs extra, and…","target_buyer":"Budget-conscious seniors and family caregivers seeking reliable emergency protection without premium monthly costs","topic":{"base_category":"Medical alert systems","category_criteria":["Monthly monitoring fee","upfront equipment cost","lack of long-term contracts","fall-detection add-on fee","cancellation flexibility","response reliability"],"geography":"United States","slug":"best-affordable-medical-alert-systems","title":"Best Affordable Medical Alert Systems","use_case":"Budget-Friendly Emergency Response"}}