{"citations":{"source_mix":{"company_owned":15,"independent":5,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":15,"partial":6},"total_sources":21,"unique_domain_count":10},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Whole-Home Exterior Siding Replacement Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"whole home re-siding","subject":"3 Rivers Construction & Remodeling","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"3 Rivers Construction & Remodeling","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"3 Rivers Construction & Remodeling","unit":"platforms","value":7}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"3 Rivers Construction & Remodeling","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/whole-home-re-siding/3-rivers-construction-remodeling.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/whole-home-re-siding/3-rivers-construction-remodeling","report_type":"fit_review","study_id":"HICI-STUDY-3DB7611DBFDE","title":"3 Rivers Construction & Remodeling Review for whole home re-siding"},"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.","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 Improvement 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":"2026-10-02 11:14:35.49458+00","research_date":"2026-10-02","source_snapshot_sha256":"0bb9e7af2fd61a633a8bcd1a506c260d4b12dc6dfc4215a366b02a0650cf90df","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":48,"qualified_finalists":5,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"3 Rivers Construction & Remodeling is an uncertain fit for whole home re-siding. Two of the seven platforms in this study named it during the ranking stage — Kimi and Perplexity — and all seven platforms that evaluated it returned an \"uncertain\" fit rating. The strongest reason to consider it is that its associated website advertises complete siding replacement in Spokane, Washington, using vinyl and James Hardie fiber cement, which matches the buyer's general need (-1, -4). The main limitation is identity: the supplied domain could not be reliably linked to the business name, no Washington…","target_buyer":"A homeowner stripping and replacing all cladding, where sheathing condition and water-resistive barriers are uncovered mid-project.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["sheathing inspection and repair","water-resistive barrier systems","full-wrap scheduling","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-whole-home-exterior-siding-replacement-companies","title":"Best Whole-Home Exterior Siding Replacement Companies","use_case":"whole home re-siding"}}