{"citations":{"source_mix":{"company_owned":15,"independent":7,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":19,"partial":5},"total_sources":24,"unique_domain_count":10},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Kitchen Cabinet Refacing Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"kitchen cabinet refacing","subject":"Foreverbuilt Kitchens & Baths","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Foreverbuilt Kitchens & Baths","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Foreverbuilt Kitchens & Baths","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Foreverbuilt Kitchens & Baths","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Foreverbuilt Kitchens & Baths","unit":"platforms","value":2},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Foreverbuilt Kitchens & Baths","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"Foreverbuilt Kitchens & Baths","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/kitchen-cabinet-refacing/foreverbuilt-kitchens-baths.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/kitchen-cabinet-refacing/foreverbuilt-kitchens-baths","report_type":"fit_review","study_id":"HICI-STUDY-F857CA2775CB","title":"Foreverbuilt Kitchens & Baths Review for kitchen cabinet refacing"},"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.","Company-owned citations materially outnumber independent citations; do not describe company claims as independently verified.","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":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 11:31:06.689825+00","research_date":"2026-10-02","source_snapshot_sha256":"9f3a64ce77e428c1f7e7a5ac19094e7bfc87948bc05ce6f82453859ba3487da5","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":"Foreverbuilt Kitchens & Baths is a mixed-to-good fit for kitchen cabinet refacing, not a proven top-tier choice. Two of the seven platforms that evaluated fit named the company during the ranking stage — anthropic (rank 6) and kimi (rank 4) — giving it a 28.6% share of included platform responses, an average listed rank of 5.0, and a best listed rank of 4. The strongest reason to consider it is a named Cabinet Refacing NJ service with a company-claimed 3–5 day on-site window, an Ewing Township showroom, and published material-tier pricing. The main limitation is unresolved verification:…","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"}}