{"citations":{"source_mix":{"company_owned":11,"independent":23,"unclear":4},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":15},"total_sources":38,"unique_domain_count":21},"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 Insulated Siding Brands and Installers","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"insulated siding","subject":"CertainTeed CedarBoards Insulated Siding","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"CertainTeed CedarBoards Insulated Siding","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"CertainTeed CedarBoards Insulated Siding","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"CertainTeed CedarBoards Insulated Siding","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"CertainTeed CedarBoards Insulated Siding","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"CertainTeed CedarBoards Insulated Siding","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/insulated-siding/certainteed-cedarboards-insulated-siding.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/insulated-siding/certainteed-cedarboards-insulated-siding","report_type":"fit_review","study_id":"HICI-STUDY-06C13E83D56D","title":"CertainTeed CedarBoards Insulated Siding Review for insulated 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.","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 21:24:05.418837+00","research_date":"2026-10-02","source_snapshot_sha256":"2faf98d204b01dbab4d40b6a177e07fe2e0509444546c9a086448811f7b00242","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":25,"qualified_finalists":5,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"CertainTeed CedarBoards insulated siding is a good fit for a homeowner re-cladding a house who wants modest factory-applied exterior insulation, a stiffer panel, and cedar-look vinyl in horizontal or vertical profiles. Six of the seven platforms in this study named it during ranking discovery, and it finished with an average listed rank of 3.0 and a best rank of 1. The strongest reason to consider it is documented, profile-specific R-value plus rigid EPS foam backing and a lifetime limited warranty. The main limitation is that its R-value is modest — roughly R-2.0 to R-2.7 by profile — so it…","target_buyer":"A homeowner combining re-cladding with added wall insulation and comparing foam-backed systems on R-value and thickness.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["R-value contribution","panel rigidity","thickness and trim implications","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-insulated-siding-brands-and-installers","title":"Best Insulated Siding Brands and Installers","use_case":"insulated siding"}}