{"citations":{"source_mix":{"company_owned":16,"independent":18,"unclear":4},"sources_referenced_by_questions":0,"support_mix":{"direct":26,"partial":12},"total_sources":38,"unique_domain_count":18},"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 Full Bathroom Remodeling Contractors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","perplexity"],"predicate":"final_consensus_rank","qualifier":"full bathroom renovation","subject":"USA Cabinet Store","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"USA Cabinet Store","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"USA Cabinet Store","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"USA Cabinet Store","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"USA Cabinet Store","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/full-bathroom-renovation/usa-cabinet-store.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/full-bathroom-renovation/usa-cabinet-store","report_type":"fit_review","study_id":"HICI-STUDY-18C88848209F","title":"USA Cabinet Store Review for full bathroom renovation"},"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.","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 08:15:23.117296+00","research_date":"2026-10-02","source_snapshot_sha256":"766d10bc395ded35fbbb55585494615ef46bad638adce189ee91a14804228176","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":44,"qualified_finalists":6,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"USA Cabinet Store is a good — but not fully verified — fit for a full bathroom renovation. Two of the seven platforms that evaluated fit named the company during ranking discovery, and both placed it in their lists, giving an average listed rank of 4.5 and a best rank of 3. The strongest reason to consider it is single-source coordination: design, material sourcing, permitting, plumbing rough-in, ventilation, waterproofing, tiling, and installation are marketed as one team with one point of contact . The main limitation is that workmanship-warranty duration, branch-level licensing, contract…","target_buyer":"A homeowner replacing every element of a bathroom including layout, plumbing fixtures, tiling and ventilation in a single project.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["full-scope trade coordination","plumbing relocation","permit handling","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-full-bathroom-remodeling-contractors","title":"Best Full Bathroom Remodeling Contractors","use_case":"full bathroom renovation"}}