{"citations":{"source_mix":{"company_owned":90,"independent":63,"unclear":11},"sources_referenced_by_questions":0,"support_mix":{"direct":99,"partial":30},"total_sources":164,"unique_domain_count":49},"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":["anthropic","grok"],"predicate":"final_consensus_rank","qualifier":"whole home re-siding","subject":"JDH Remodeling","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"JDH Remodeling","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","openai"],"predicate":"final_consensus_rank","qualifier":"whole home re-siding","subject":"Power Home Remodeling","unit":"rank","value":2},{"claim_id":"claim-005","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-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google"],"predicate":"final_consensus_rank","qualifier":"whole home re-siding","subject":"Ideal Siding","unit":"rank","value":3},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Ideal Siding","unit":"platforms","value":2},{"claim_id":"claim-008","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","openai"],"predicate":"final_consensus_rank","qualifier":"whole home re-siding","subject":"DaBella","unit":"rank","value":4},{"claim_id":"claim-009","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"DaBella","unit":"platforms","value":2},{"claim_id":"claim-010","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-011","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}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"JDH Remodeling","platform_mentions":2,"platform_share":0.2857142857142857},{"average_rank":2,"best_rank":1,"entity_id":"entity-002","entity_type":"company","final_rank":2,"name":"Power Home Remodeling","platform_mentions":2,"platform_share":0.2857142857142857},{"average_rank":3.5,"best_rank":2,"entity_id":"entity-003","entity_type":"company","final_rank":3,"name":"Ideal Siding","platform_mentions":2,"platform_share":0.2857142857142857},{"average_rank":3.5,"best_rank":3,"entity_id":"entity-004","entity_type":"company","final_rank":4,"name":"DaBella","platform_mentions":2,"platform_share":0.2857142857142857},{"average_rank":5,"best_rank":4,"entity_id":"entity-005","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.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/whole-home-re-siding","report_type":"best_of_index","study_id":"HICI-STUDY-D87BA5F1B183","title":"Best Whole-Home Exterior Siding Replacement Companies (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 11:16:23.588042+00","research_date":"2026-10-02","source_snapshot_sha256":"70d586846344c8c40f9b07c8d21fb728aa0c597d5212a74ab1af8dae401da87d","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":48,"qualified_finalists":5,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Across seven AI platforms studied on 2026-10-02, the consensus leader for whole-home re-siding is JDH Remodeling, the only entity named by two platforms at an average listed position of 1.5 and a best position of 1. The strongest alternatives for distinct buyer needs are Power Home Remodeling (managed turnkey insulated-vinyl projects), Ideal Siding (full tear-off with a 25-year franchise workmanship warranty), DaBella (multi-state James Hardie and Alside access), and 3 Rivers Construction & Remodeling (Spokane-area general remodeling, identity unverified). All five qualifying entities were…","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"}}