{"buyer_scenarios":[{"fit":"best_suited","scenario":"Homeowners with sound cabinet boxes and dated doors, drawer fronts, or finishes ."},{"fit":"best_suited","scenario":"Buyers seeking new shaker or flat-panel styling without replacing cabinet boxes ."},{"fit":"best_suited","scenario":"Projects where a stated 2-to-3-day in-home installation window is valuable ."},{"fit":"best_suited","scenario":"Buyers prioritizing a stated 15-year anti-peeling warranty and custom color selection (, -10, )."}],"citations":{"source_mix":{"company_owned":20,"independent":17,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":33,"partial":4},"total_sources":37,"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","grok","kimi"],"predicate":"final_consensus_rank","qualifier":"kitchen cabinet refacing","subject":"Spray-Net","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Spray-Net","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","kimi"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Spray-Net","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Spray-Net","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Spray-Net","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Spray-Net","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/kitchen-cabinet-refacing/spray-net.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/kitchen-cabinet-refacing/spray-net","report_type":"fit_review","study_id":"HICI-STUDY-EC1CCCEFB171","title":"Spray-Net 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 11:19:34.840786+00","research_date":"2026-10-02","source_snapshot_sha256":"49387ca015816139bdd948752c2bbc48dd346be5459f11e21d6f1aa6d11af2a9","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":"Spray-Net is a good fit for kitchen cabinet refacing when the cabinet boxes are structurally sound and the homeowner wants a fast cosmetic transformation using new doors plus on-site coating of the existing boxes. Three of seven platforms named Spray-Net during the ranking stage, and its average listed rank was 3.0 with a best rank of 2. The strongest reason to consider it is the combination of replacement doors, broad color and profile choice, a stated 2-to-3-day in-home work window, and a 15-year anti-peeling warranty. The main limitation is that Spray-Net is a coating-plus-door-swap model…","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"}}