{"citations":{"source_mix":{"company_owned":18,"independent":13,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":8},"total_sources":31,"unique_domain_count":20},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Structured Wiring and Security Pre-Wire Providers for New Home Construction","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek","kimi","openai"],"predicate":"final_consensus_rank","qualifier":"new construction security pre-wire installation","subject":"Vivint for Builders","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek","kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Vivint for Builders","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai","anthropic"],"predicate":"fit_rating_count","qualifier":"good","subject":"Vivint for Builders","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Vivint for Builders","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-01","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Vivint for Builders","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.6666666666666665,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Vivint for Builders","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/home-security-and-smart-home-systems/new-construction-security-prewire/vivint-for-builders.json","page_url":"https://homeservicesconsensusindex.com/home-security-and-smart-home-systems/new-construction-security-prewire/vivint-for-builders","report_type":"fit_review","study_id":"HSCI-STUDY-D90D849B336B","title":"Vivint for Builders Review for New Home Construction"},"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":"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":"2026-10-01 06:08:21.524214+00","research_date":"2026-10-01","source_snapshot_sha256":"4625247ee2ccd1089b881e5b611bdfe4f6348d86ebf712c2851147ffdc26a4b3","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":42,"qualified_finalists":9,"ranking_unit":"Structured wiring and security pre-wire integrator"},"schema_version":4,"summary":"Vivint for Builders is a good fit for production builders who want one branded provider to handle smart-home and security packages, professional installation, homeowner onboarding, monitoring, and post-close support. Three of seven platforms named it during the ranking stage, with an average listed rank of 2.67 and a best rank of 1. The strongest reason to consider it is single-vendor accountability: Vivint claims end-to-end installation and support with no wholesalers or subcontractors (, -10). The main limitation is that public materials do not document a structured-wiring pre-wire…","target_buyer":"Homebuilders and developers planning new residential construction who need to select a pre-wire provider before drywall is installed.","topic":{"base_category":"Home Security and Smart Home Systems","category_criteria":["builder program experience","pre-wire package standardization","multi-site scheduling capability","compatibility with major smart home ecosystems","warranty and post-close support"],"geography":"United States","slug":"best-structured-wiring-and-security-pre-wire-providers-for-new-home-construction","title":"Best Structured Wiring and Security Pre-Wire Providers for New Home Construction","use_case":"new construction security pre-wire installation"}}