{"citations":{"source_mix":{"company_owned":29,"independent":15,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":34,"partial":10},"total_sources":44,"unique_domain_count":21},"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 Video Doorbells for Seniors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-27","platform_support":["anthropic","deepseek","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"Front-Door Visitor Screening","subject":"Arlo Essential Video Doorbell","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-27","platform_support":["anthropic","deepseek","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Arlo Essential Video Doorbell","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-27","platform_support":["openai","anthropic","grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Arlo Essential Video Doorbell","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-27","platform_support":["deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Arlo Essential Video Doorbell","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Arlo Essential Video Doorbell","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://aginginplaceindex.com/datasets/home-safety/front-door-visitor-screening/arlo-essential-video-doorbell.json","page_url":"https://aginginplaceindex.com/home-safety/front-door-visitor-screening/arlo-essential-video-doorbell","report_type":"fit_review","study_id":"AIPI-STUDY-B1B8C58D27A2","title":"Arlo Essential Video Doorbell Review for 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.","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":"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 16:55:32.349248+00","research_date":"2026-09-27","source_snapshot_sha256":"81c30136a8e88d9b6b7f970c1e752e4d6c8a640c10ad6f4c79e9a8d0e073df79","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":14,"qualified_finalists":10,"ranking_unit":"Video doorbell model and service provider"},"schema_version":4,"summary":"Arlo Essential Video Doorbell is a good — but not unequivocally strong — fit for front-door visitor screening by older adults. Four of the seven platforms in this study named it during the ranking stage (57% of included platform responses), at an average listed rank of 4.0 and a best rank of 3. Its strongest case rests on a wide head-to-toe view, two-way audio, night vision, and direct-to-phone calling that lets a senior see and speak with a visitor without opening the door. The main limitation is operational: battery recharging, Wi-Fi dependence, subscription-gated recording and detection,…","target_buyer":"Older adults who want to see and speak with visitors before opening the door, especially when mobility or security is a concern","topic":{"base_category":"Home safety","category_criteria":["Two-way audio clarity","motion alert speed","package/person detection","night vision","app simplicity","battery life","subscription cost","installation requirements"],"geography":"United States","slug":"best-video-doorbells-for-seniors","title":"Best Video Doorbells for Seniors","use_case":"Front-Door Visitor Screening"}}