{"citations":{"source_mix":{"company_owned":16,"independent":22,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":7},"total_sources":38,"unique_domain_count":19},"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","grok","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"insulated siding","subject":"ProVia Architectural","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"ProVia Architectural","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"ProVia Architectural","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"ProVia Architectural","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":"ProVia Architectural","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.6666666666666665,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"ProVia Architectural","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/insulated-siding/provia-architectural.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/insulated-siding/provia-architectural","report_type":"fit_review","study_id":"HICI-STUDY-8D7A98941BCA","title":"ProVia Architectural 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 21:23:45.640718+00","research_date":"2026-10-02","source_snapshot_sha256":"bad96fb1deffb8b633c3b32f4d6433f8d15e7741ccf4ff8bd53217f5ada9d8a1","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":25,"qualified_finalists":5,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"ProVia Architectural is a good fit for insulated siding, with conditions. Six of the seven platforms in this study named it during the ranking stage, and all seven that evaluated fit rated it workable — six as \"good\" or \"strong,\" one as \"mixed.\" The strongest reason to consider it is the CedarMAX line: factory-laminated rigid EPS foam backing with published profile R-values of R-2.2 to R-2.8, a 1.125-inch overall system projection, ASTM D7793 certification, and a lifetime limited product warranty (, -9, kimi:provia-cedarmax-page). The main limitation is that this is supplementary insulation,…","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"}}