{"citations":{"source_mix":{"company_owned":15,"independent":37,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":34,"partial":16},"total_sources":52,"unique_domain_count":23},"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 Vinyl Siding Installation Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","openai"],"predicate":"final_consensus_rank","qualifier":"vinyl siding installation","subject":"Power Home Remodeling","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Power Home Remodeling","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Power Home Remodeling","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Power Home Remodeling","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Power Home Remodeling","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Power Home Remodeling","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/vinyl-siding-installation/power-home-remodeling.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/vinyl-siding-installation/power-home-remodeling","report_type":"fit_review","study_id":"HICI-STUDY-D08C5D3AC153","title":"Power Home Remodeling Review for vinyl siding installation"},"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 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 08:48:16.867298+00","research_date":"2026-10-02","source_snapshot_sha256":"133fd74041526c6afe6afa96665d8e2d0efcd03282d08c4f6cc8f0c2e8ec9f68","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":36,"qualified_finalists":7,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Power Home Remodeling is a mixed fit for a homeowner re-siding in vinyl and comparing panel grade, colour retention, and installer detailing around openings. Two of the seven platforms in this study named it during the ranking stage, at an average listed rank of 2.0 and a best rank of 1. Its strongest case is a company-backed limited lifetime labor warranty paired with project tracking and the ability to bundle siding with trim, soffit, fascia, and gutters. The main limitation is that public materials do not clearly disclose panel thickness, grade, or opening-detail specifications, and…","target_buyer":"A homeowner re-siding in vinyl and comparing panel grade, colour retention and installer detailing around openings.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["panel grade and thickness","colour retention","trim and opening detailing","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-vinyl-siding-installation-companies","title":"Best Vinyl Siding Installation Companies","use_case":"vinyl siding installation"}}