{"citations":{"source_mix":{"company_owned":65,"independent":100,"unclear":18},"sources_referenced_by_questions":0,"support_mix":{"direct":126,"partial":57},"total_sources":183,"unique_domain_count":92},"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","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"insulated siding","subject":"Alside Prodigy Next-Generation Insulated Siding","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Alside Prodigy Next-Generation Insulated Siding","unit":"platforms","value":7},{"claim_id":"claim-004","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-005","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-006","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-007","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-008","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"insulated siding","subject":"Mastic Insulated Vinyl Siding","unit":"rank","value":4},{"claim_id":"claim-009","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Mastic Insulated Vinyl Siding","unit":"platforms","value":6},{"claim_id":"claim-010","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","grok"],"predicate":"final_consensus_rank","qualifier":"insulated siding","subject":"CraneBoard Solid Core Insulated Siding","unit":"rank","value":6},{"claim_id":"claim-011","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","grok"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"CraneBoard Solid Core Insulated Siding","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":1,"name":"Alside Prodigy Next-Generation Insulated Siding","platform_mentions":7,"platform_share":1},{"average_rank":3,"best_rank":1,"entity_id":"entity-002","entity_type":"company","final_rank":2,"name":"CertainTeed CedarBoards Insulated Siding","platform_mentions":6,"platform_share":0.8571428571428571},{"average_rank":3.6666666666666665,"best_rank":1,"entity_id":"entity-003","entity_type":"company","final_rank":3,"name":"ProVia Architectural","platform_mentions":6,"platform_share":0.8571428571428571},{"average_rank":4,"best_rank":2,"entity_id":"entity-004","entity_type":"company","final_rank":4,"name":"Mastic Insulated Vinyl Siding","platform_mentions":6,"platform_share":0.8571428571428571},{"average_rank":2,"best_rank":2,"entity_id":"entity-005","entity_type":"company","final_rank":6,"name":"CraneBoard Solid Core Insulated Siding","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/insulated-siding.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/insulated-siding","report_type":"best_of_index","study_id":"HICI-STUDY-8472BDDF6A29","title":"Best Insulated Siding Brands and Installers (2026)"},"limitations":["Exactly 7 platforms were included in this run: openai, anthropic, deepseek, grok, perplexity, kimi, google. The configured source value 7 is provenance only and must never be described as the number of platforms studied.","The finalrankingtable is the sole authority for rank, platform mentions, platform share, average rank, and best rank. Ignore any conflicting value embedded in a entity evidence bundle.","The Consensus Ranking table must contain exactly one row per finalrankingtable entity, in that order, using that exact entityname. Never split one ranked entity into two product, model, SKU, or product-line rows, and never add another ranking row for a brand already listed. Put recommended products or plans inside that entity's ranked section.","Platform mentions count only ranking-discovery mentions. Do not substitute the number of platforms that later completed a fit assessment.","Citation IDs inside each entity bundle are local to that entity. Consolidate sources by URL using the supplied source catalog.","The URLs were collected from platform responses and were not independently validated by either writer stage.","Each fitreviewurlorplaceholder is the final site-relative CMS path for that entity's review. Link the entity name to that exact path exactly once in its ranked prose section, outside tables and headings. Never replace it with a run ID, report ID, UUID, or local output path.","Use the exact entity-namespaced citation IDs from the source catalog (e.g. e1:); never transfer a citation between entities."],"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 21:40:45.954649+00","research_date":"2026-10-02","source_snapshot_sha256":"f88e86fd55ed94e743cc693057b2b9fba14c68aca643debe6367eb147d50c8cc","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":25,"qualified_finalists":5,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Alside Prodigy Next-Generation Insulated Siding is the consensus leader for homeowners combining re-cladding with added wall insulation, named by all 7 platforms studied (100.0% share, average listed position 2.0, best position 1). CertainTeed CedarBoards Insulated Siding and ProVia Architectural are the strongest alternatives for buyers who want published profile-specific R-values and broader profile ranges, while Mastic Insulated Vinyl Siding suits buyers who want a widely distributed foam-backed system with integrated insulated accessories. CraneBoard Solid Core Insulated Siding is the…","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"}}