{"buyer_scenarios":[{"fit":"best_suited","scenario":"Buyers who need broad style, finish, storage, and configuration choices ."},{"fit":"best_suited","scenario":"Projects that benefit from independent-dealer design assistance (-15, )."},{"fit":"best_suited","scenario":"Buyers who value a published limited lifetime warranty and a large dealer network ."},{"fit":"best_suited","scenario":"Buyers willing to compare dealer-specific pricing, service, and delivery commitments before signing ."},{"fit":"not_best_suited","scenario":"Buyers requiring fully bespoke cabinetry or unrestricted architectural customization ."},{"fit":"not_best_suited","scenario":"Buyers prioritizing the lowest possible price or readily published online pricing (, -10)."},{"fit":"not_best_suited","scenario":"Buyers who need a guaranteed installation timeline independent of dealer and manufacturer conditions ."},{"fit":"not_best_suited","scenario":"Buyers in regions with limited independent dealer networks, since Vantage is dealer-exclusive (-8, )."}],"citations":{"source_mix":{"company_owned":21,"independent":31,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":28,"partial":7},"total_sources":53,"unique_domain_count":32},"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":"KraftMaid Cabinetry","unit":"rank","value":3},{"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":"KraftMaid Cabinetry","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":"KraftMaid Cabinetry","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"KraftMaid Cabinetry","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"KraftMaid Cabinetry","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"KraftMaid Cabinetry","platform_mentions":4,"platform_share":0.6666666666666666}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/semi-custom-cabinet-purchase/kraftmaid-cabinetry.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/semi-custom-cabinet-purchase/kraftmaid-cabinetry","report_type":"fit_review","study_id":"HICI-STUDY-9F9736F7A75A","title":"KraftMaid Cabinetry 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.","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 18:18:09.13376+00","research_date":"2026-10-02","source_snapshot_sha256":"2a576c7dd33ddc6209bedd80f374ec7294e439690e49e8f5506e38f4eff1dca0","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":"KraftMaid Cabinetry is a good, dealer-dependent fit for a semi custom cabinet purchase. Four of the six platforms that evaluated fit named KraftMaid during the ranking stage, and all six rated it positively overall — one \"strong,\" four \"good,\" and one \"mixed.\" The strongest reason to consider it is design breadth: company materials describe more than 120 door-style results and more than 40 finishes, and the dealer-exclusive KraftMaid Vantage line adds all-plywood construction. The main limitation is that pricing, construction specification, lead time, and service quality are set by the…","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"}}