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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 11:33:17.374686+00","research_date":"2026-10-02","source_snapshot_sha256":"2555b27ad32ba05715c74aebbc3f99a974932e96cd66ad1964cd991d41383165","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":30,"qualified_finalists":10,"ranking_unit":"Kitchen remodeling contractor, design-build firm, or cabinet supplier"},"schema_version":4,"summary":"Lowe's is the consensus leader for kitchen cabinet refacing in this 2026 study, named by 5 of 7 platforms (71.4%) at an average listed position of 5.0 and a best position of 1. N-Hance (4 mentions, 57.1%, average 2.5) and Kitchen Saver (4 mentions, 57.1%, average 2.75) are the strongest alternatives for buyers who want a refacing specialist rather than a retail installation channel. Kitchen Magic ranks highest on average position (1.33) but was named by only 3 platforms. The study covered 7 AI platforms, identified 30 unique entities, and qualified 10 that were named by at least two…","target_buyer":"A homeowner whose cabinet boxes are sound but whose doors and finishes look dated, wanting a cosmetic transformation without full replacement.","topic":{"base_category":"Kitchen Remodeling","category_criteria":["veneer and door style range","finish durability","single-visit turnaround","project scope handled","design service quality","cabinetry and material sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-kitchen-cabinet-refacing-companies","title":"Best Kitchen Cabinet Refacing Companies","use_case":"kitchen cabinet refacing"}}