{"citations":{"source_mix":{"company_owned":24,"independent":11,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":21,"partial":13},"total_sources":36,"unique_domain_count":20},"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","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"kitchen cabinet refacing","subject":"Lowe's","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Lowe's","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Lowe's","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Lowe's","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Lowe's","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Lowe's","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/kitchen-cabinet-refacing/lowe-s.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/kitchen-cabinet-refacing/lowe-s","report_type":"fit_review","study_id":"HICI-STUDY-4A082ADDBFF8","title":"Lowe's 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 11:17:47.182435+00","research_date":"2026-10-02","source_snapshot_sha256":"65180eb55dd10df758894538060db42e8d4555443ff8bd830b46856f3c8431af","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 a mixed fit for kitchen cabinet refacing. Five of the seven platforms in this study named Lowe's during the ranking stage — 71% of included platform responses — with an average listed rank of 5.0 and a best rank of 1. The strongest reason to consider it is that Lowe's advertises a refacing service that directly matches the target use case: keeping sound cabinet boxes, replacing doors and drawer fronts, veneering exposed surfaces, and adding hardware, with a free in-home consultation and a stated one-year limited labor warranty . The main limitation is that pricing is quote-only,…","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"}}