{"citations":{"source_mix":{"company_owned":25,"independent":0,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":22,"partial":5},"total_sources":27,"unique_domain_count":9},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-01","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":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"new construction security pre-wire installation","subject":"Rivas Technology Group","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Rivas Technology Group","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Rivas Technology Group","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/home-security-and-smart-home-systems/new-construction-security-prewire/rivas-technology-group.json","page_url":"https://homeservicesconsensusindex.com/home-security-and-smart-home-systems/new-construction-security-prewire/rivas-technology-group","report_type":"fit_review","study_id":"HSCI-STUDY-422DA1CBF2C4","title":"Rivas Technology Group 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.","6 of 7 included platforms returned a usable fit assessment; disclose this as a methodology limitation and do not describe the fit findings as unanimous, 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.","No deduplicated independent citation was supplied; clearly identify the evidence base as company-owned or platform-reported.","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_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 06:37:04.646215+00","research_date":"2026-10-01","source_snapshot_sha256":"24a2b3c0bd269dde4ac5163c3b325d5c4ba6eb34b52c9afa71206d863b36f96e","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":42,"qualified_finalists":9,"ranking_unit":"Structured wiring and security pre-wire integrator"},"schema_version":4,"summary":"Rivas Technology Group is a mixed-to-good fit for new construction security pre-wire installation, but only for builders working inside its South Sound, Washington service area. Two of seven configured platforms named the company during ranking discovery, and six of seven returned a usable fit assessment. The strongest reason to consider it is a documented builder program combining pre-wire planning, framing rough-in, trim, and closeout commissioning with Control4 automation and Ajax Systems security integration (anthropic:source-1, ). The main limitation is that standardized multi-site…","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"}}