{"citations":{"source_mix":{"company_owned":24,"independent":12,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":28,"partial":7},"total_sources":36,"unique_domain_count":14},"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 Professionally Installed Home Security Systems for Seniors","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":"Full-Service Security Installation","subject":"Vivint","unit":"rank","value":1},{"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":"Vivint","unit":"platforms","value":7},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-27","platform_support":["anthropic","grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Vivint","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-27","platform_support":["openai","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Vivint","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-27","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Vivint","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.7142857142857142,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Vivint","platform_mentions":7,"platform_share":1}],"identity":{"dataset_url":"https://aginginplaceindex.com/datasets/home-safety/full-service-security-installation/vivint.json","page_url":"https://aginginplaceindex.com/home-safety/full-service-security-installation/vivint","report_type":"fit_review","study_id":"AIPI-STUDY-7523ED73743D","title":"Vivint 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.","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 11:56:28.067406+00","research_date":"2026-09-27","source_snapshot_sha256":"42b6337d8ea7b633900b02458fffaad83dd5b3bcd84cd290feb8f73c47792631","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":18,"qualified_finalists":8,"ranking_unit":"Professionally installed security system and service provider"},"schema_version":4,"summary":"Vivint is a good fit for Seniors who want full-service security installation: a technician designs and installs the system, trains the buyer on the panel, and 24/7 professional monitoring is included with every system purchase. All 7 platforms that named Vivint in the ranking stage placed it in their professionally installed security lists, at an average rank of 1.7 and a best rank of 1. The strongest reason to consider it is the combination of mandatory professional installation, an integrated Smart Hub, and senior-specific accommodations such as a complimentary emergency pendant for…","target_buyer":"Seniors who prefer a technician-installed security system with setup assistance, training, and ongoing professional monitoring","topic":{"base_category":"Home safety","category_criteria":["Installation quality","technician availability","control panel simplicity","24/7 monitoring reliability","emergency response protocols","equipment range","contract terms"],"geography":"United States","slug":"best-professionally-installed-home-security-systems-for-seniors","title":"Best Professionally Installed Home Security Systems for Seniors","use_case":"Full-Service Security Installation"}}