{"citations":{"source_mix":{"company_owned":23,"independent":13,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":29,"partial":5},"total_sources":36,"unique_domain_count":11},"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 Custom Cabinet Makers for Kitchen Renovations","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","perplexity"],"predicate":"final_consensus_rank","qualifier":"custom kitchen cabinetry","subject":"CabinetNow","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"CabinetNow","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"CabinetNow","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"CabinetNow","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"CabinetNow","unit":"platforms","value":4},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"CabinetNow","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"CabinetNow","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/custom-kitchen-cabinetry/cabinetnow.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/custom-kitchen-cabinetry/cabinetnow","report_type":"fit_review","study_id":"HICI-STUDY-E5D736C827B3","title":"CabinetNow Review for Kitchen Renovations"},"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 12:31:02.914247+00","research_date":"2026-10-02","source_snapshot_sha256":"2d88166fa8f52b34183c749085f2659ca91bf296d92c8629f26ab00b3251df70","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":41,"qualified_finalists":6,"ranking_unit":"Kitchen remodeling contractor, design-build firm, or cabinet supplier"},"schema_version":4,"summary":"CabinetNow is a mixed fit for custom kitchen cabinetry. Two of seven platforms named it during ranking discovery, giving it a 28.6% share of included platform responses, an average listed rank of 2.0, and a best rank of 1. Its strongest case is made-to-order, CNC-fabricated cabinetry components sized to exact dimensions for awkward or irregular kitchen footprints, shipped nationwide (, -5, ). The main limitation is scope: CabinetNow supplies components rather than a fully managed kitchen — no confirmed field measurement, installation, or whole-project accountability — and its no-change,…","target_buyer":"A homeowner with an irregular kitchen footprint who needs cabinetry built to exact dimensions rather than assembled from stock sizes.","topic":{"base_category":"Kitchen Remodeling","category_criteria":["shop fabrication capability","wood species and joinery range","lead time","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-custom-cabinet-makers-for-kitchen-renovations","title":"Best Custom Cabinet Makers for Kitchen Renovations","use_case":"custom kitchen cabinetry"}}