{"citations":{"source_mix":{"company_owned":17,"independent":19,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":18,"partial":11},"total_sources":36,"unique_domain_count":17},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Semi-Custom Kitchen Cabinet Brands and Dealers","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","grok","openai"],"predicate":"final_consensus_rank","qualifier":"semi custom cabinet purchase","subject":"Wellborn Cabinet","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","grok","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Wellborn Cabinet","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Wellborn Cabinet","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Wellborn Cabinet","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Wellborn Cabinet","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.75,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Wellborn Cabinet","platform_mentions":4,"platform_share":0.6666666666666666}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/semi-custom-cabinet-purchase/wellborn-cabinet.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/semi-custom-cabinet-purchase/wellborn-cabinet","report_type":"fit_review","study_id":"HICI-STUDY-E82B6C072FE8","title":"Wellborn Cabinet Review for semi custom cabinet purchase"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","All included platforms evaluated fit, but platformmentions counts only platforms that named the entity during ranking discovery.","Do not resolve conflicting product names, pricing, or capabilities by guessing; describe the conflict and tell buyers what to verify.","The supplied URLs were collected from platform responses and were not independently validated by the writer stage.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","Citations are platform-reported evidence, not independently verified facts. No-search model claims require explicit verification before being described as current facts."],"methodology":{"fit_rating_contract":["strong","good","mixed","weak","uncertain"],"included_valid_platform_count":6,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Improvement Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","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 18:26:00.071958+00","research_date":"2026-10-02","source_snapshot_sha256":"3decc4923f6a5fbc20187563e7924a4c69ccf6382324c72821782981a7e26935","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":26,"qualified_finalists":6,"ranking_unit":"Kitchen remodeling contractor, design-build firm, or cabinet supplier"},"schema_version":4,"summary":"Wellborn Cabinet is a good fit for many semi custom cabinet purchase buyers, but the fit is dealer-dependent rather than guaranteed. Four of the six included platforms named Wellborn during the ranking stage, and those four placed it at an average listed rank of 3.75, with a best listed rank of 2. The strongest reason to consider it is breadth: the Premier and Select Series combine a wide door-style, species, and finish catalog with documented semi-custom modifications and a published limited lifetime warranty. The main limitation is that Wellborn sells only through authorized dealers,…","target_buyer":"A homeowner choosing between cabinet lines who wants more sizes and finishes than stock allows without full custom pricing.","topic":{"base_category":"Kitchen Remodeling","category_criteria":["door style and finish catalogue","modification options","dealer network","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-semi-custom-kitchen-cabinet-brands-and-dealers","title":"Best Semi-Custom Kitchen Cabinet Brands and Dealers","use_case":"semi custom cabinet purchase"}}