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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":"2026-10-03 00:06:11.734648+00","research_date":"2026-10-02","source_snapshot_sha256":"d9b8d96f0462d5e32668b6dbe4b195b3ef637af2b012d5475c03b15d1578d1a3","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":39,"qualified_finalists":5,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Bath Fitter is the consensus leader for rental bathroom renovation in this 7-platform AI study, named by 4 of 7 platforms (57.1%) at an average listed position of 1.5 and a best position of 1. It is strongest for standardized acrylic tub and shower replacements across multiple units where speed and low maintenance matter more than full-scope remodeling. Renu is the strongest alternative for apartment communities that want one turnkey general contractor coordinating demolition, plumbing, finishes, inspections, and punch work across many units. Amazing Bathrooms fits small Hudson County, New…","target_buyer":"A landlord or property manager renovating bathrooms across tenancies or units, prioritising durability and repeatable spec.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["turnaround speed","durable finish selection","multi-unit pricing","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-bathroom-renovation-contractors-for-rental-and-multi-unit-properties","title":"Best Bathroom Renovation Contractors for Rental and Multi-Unit Properties","use_case":"rental bathroom renovation"}}