{"citations":{"source_mix":{"company_owned":21,"independent":24,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":22,"partial":8},"total_sources":46,"unique_domain_count":23},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Security Systems for Small Businesses and Retail","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","grok","kimi"],"predicate":"final_consensus_rank","qualifier":"commercial security for small business retail","subject":"Vivint (Small Business)","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Vivint (Small Business)","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"good","subject":"Vivint (Small Business)","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","deepseek","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Vivint (Small Business)","unit":"platforms","value":6}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.75,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Vivint (Small Business)","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/home-security-and-smart-home-systems/small-business-retail-security/vivint-small-business.json","page_url":"https://homeservicesconsensusindex.com/home-security-and-smart-home-systems/small-business-retail-security/vivint-small-business","report_type":"fit_review","study_id":"HSCI-STUDY-56840534B38D","title":"Vivint (Small Business) Review for Small Businesses and Retail"},"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.","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":"Home Services Consensus 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":"2026-09-30 21:52:45.8573+00","research_date":"2026-09-30","source_snapshot_sha256":"51f0a365e010ce9bffd1f38898a5bda818b9c7b67b231f7c5d7b5aa0a1a17699","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":25,"qualified_finalists":10,"ranking_unit":"Commercial security system provider"},"schema_version":4,"summary":"Vivint (Small Business) is a mixed fit for commercial security for small business retail. Four of seven platforms named it during the ranking stage, with an average listed rank of 4.75 and a best rank of 3. The strongest reason to consider it is a professionally installed, integrated package combining 24/7 monitoring, AI-assisted cameras, smart locks, and app-based control that suits a single owner-operated storefront. The main limitation is that public evidence does not establish a commercial monitoring SLA, true employee access-control administration, retail loss-prevention integrations,…","target_buyer":"Small business and retail owners who need commercial-grade monitoring, employee access control, and loss prevention beyond a residential alarm.","topic":{"base_category":"Home Security and Smart Home Systems","category_criteria":["commercial monitoring SLAs","employee access control","loss prevention integration","scalability","after-hours monitoring"],"geography":"United States","slug":"best-security-systems-for-small-businesses-and-retail","title":"Best Security Systems for Small Businesses and Retail","use_case":"commercial security for small business retail"}}