{"citations":{"source_mix":{"company_owned":26,"independent":21,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":36,"partial":13},"total_sources":49,"unique_domain_count":26},"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 Medical Alert Systems for Dementia and Wandering","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-27","platform_support":["deepseek","perplexity"],"predicate":"final_consensus_rank","qualifier":"Dementia & Wandering Risk Management","subject":"Lively Mobile Plus","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-27","platform_support":["deepseek","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Lively Mobile Plus","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-27","platform_support":["anthropic","grok"],"predicate":"fit_rating_count","qualifier":"good","subject":"Lively Mobile Plus","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-27","platform_support":["openai","deepseek","perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Lively Mobile Plus","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-27","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Lively Mobile Plus","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"Lively Mobile Plus","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aginginplaceindex.com/datasets/medical-alert-systems/dementia-wandering-risk-management/lively-mobile-plus.json","page_url":"https://aginginplaceindex.com/medical-alert-systems/dementia-wandering-risk-management/lively-mobile-plus","report_type":"fit_review","study_id":"AIPI-STUDY-D7CFE4B903CE","title":"Lively Mobile Plus Review for Dementia and Wandering"},"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":"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 18:51:08.870076+00","research_date":"2026-09-27","source_snapshot_sha256":"3bb72f017071279e448dc7df39273d457f643e3f3c05e07d3526c66dbdc4ca1c","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":9,"ranking_unit":"GPS-enabled system model and service provider"},"schema_version":4,"summary":"Lively Mobile Plus is a mixed fit for Dementia & Wandering Risk Management. Two of the seven platforms in this study named it during the ranking stage, and those two placed it at an average rank of 5.0 (best rank 3). Its strongest case is as a mobile emergency-response and caregiver-location device: GPS, two-way communication, up to 80 hours of standby battery, IPX7 waterproofing, and optional fall detection. Its main limitation is that no reviewed source verifies configurable geofencing or safe-zone exit alerts, and routine caregiver location refresh is roughly every 20 minutes — too slow…","target_buyer":"Caregivers supporting seniors with dementia, Alzheimer's, or cognitive decline who may wander or become disoriented","topic":{"base_category":"Medical alert systems","category_criteria":["GPS precision","geofencing alerts","caregiver app quality","wearable comfort","emergency call escalation","battery life","waterproofing","location refresh rate"],"geography":"United States","slug":"best-medical-alert-systems-for-dementia-and-wandering","title":"Best Medical Alert Systems for Dementia and Wandering","use_case":"Dementia & Wandering Risk Management"}}