{"citations":{"source_mix":{"company_owned":42,"independent":13,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":46,"partial":7},"total_sources":55,"unique_domain_count":21},"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":["deepseek","google","grok","perplexity"],"predicate":"final_consensus_rank","qualifier":"kitchen cabinet refacing","subject":"N-Hance","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"N-Hance","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"N-Hance","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"N-Hance","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"N-Hance","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"N-Hance","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/kitchen-cabinet-refacing/n-hance.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/kitchen-cabinet-refacing/n-hance","report_type":"fit_review","study_id":"HICI-STUDY-9D6BACFD9D5B","title":"N-Hance 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.","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 11:13:01.498351+00","research_date":"2026-10-02","source_snapshot_sha256":"06c71d3df4ef100f094d19023762ef908924b42e5d012914c976396ac8ff493d","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":"N-Hance is a good, but not unequivocal, fit for kitchen cabinet refacing when cabinet boxes are structurally sound and the layout stays unchanged. Four of seven platforms named N-Hance during ranking discovery, at an average listed rank of 2.5 and a best rank of 1. Its strongest case is a hybrid model: new custom doors and drawer fronts plus on-site refinishing of existing boxes, marketed with Lightspeed UV-cure finishes and 3–5 day completion. The main limitation is local-franchise variability: pricing is quote-based, warranty terms are set by individual franchisees, and independent…","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"}}