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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 20:33:10.359194+00","research_date":"2026-10-02","source_snapshot_sha256":"2558e9e3efe3b878926802001b6707653b39b88cd3f4c938a07d91240dd0c117","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":7,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Seven AI platforms were asked one standardized question about the best exterior renovation contractors for a homeowner funding a full re-siding project through a contractor's financing partner. Siding Depot finished first with 4 of 7 platform mentions (57.1%), but its evidence bundle carries an unresolved identity conflict: the supplied domain jssiding.com identifies J&S Siding in West Michigan, while the financing and review record belongs to a North Atlanta contractor at sidingdepot.com [e1:][e1:]. JDH Remodeling is the strongest alternative for buyers who want a single soft-pull…","target_buyer":"A homeowner funding a full re-siding over time through the contractor's financing partner.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["financing partner terms","promotional rate availability","approval process","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-siding-companies-offering-project-financing","title":"Best Siding Companies Offering Project Financing","use_case":"financed siding project"}}