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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 11:49:50.213675+00","research_date":"2026-10-02","source_snapshot_sha256":"152a94b815706cc640c9578ceab46458483ac3dba398b60a2b7b2cf5a258dffe","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":7,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Bath Fitter is the consensus leader for budget bathroom renovation in this 7-platform AI study, named by 5 of 7 platforms (71.4% share) at an average listed position of 1.0 and a best position of 1. The strongest alternatives for distinct buyer needs are Lowe's (rank 2) for one-retailer stock-fixture sourcing, The Home Depot (rank 3) for coordinated product-plus-installation with a one-year labor warranty, and BathWraps (rank 4) for a wet-area-only acrylic update. The study covered 7 platforms (openai, anthropic, deepseek, grok, perplexity, kimi, google) and surfaced 31 unique entities, of…","target_buyer":"A homeowner refreshing a tired bathroom on a tight budget by keeping the existing layout and replacing surfaces and fixtures.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["fixed-price packages","stock fixture options","cost control discipline","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-budget-bathroom-remodeling-companies","title":"Best Budget Bathroom Remodeling Companies","use_case":"budget bathroom renovation"}}