{"citations":{"source_mix":{"company_owned":12,"independent":25,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":35,"partial":3},"total_sources":38,"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 Full Bathroom Remodeling Contractors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"full bathroom renovation","subject":"Bath Fitter","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Bath Fitter","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Bath Fitter","unit":"platforms","value":7}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.8333333333333335,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Bath Fitter","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/full-bathroom-renovation/bath-fitter.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/full-bathroom-renovation/bath-fitter","report_type":"fit_review","study_id":"HICI-STUDY-965A016860EE","title":"Bath Fitter 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 08:01:33.671849+00","research_date":"2026-10-02","source_snapshot_sha256":"e0e8ee371e478dc31b171efdffa955bf63726ed337986636aaf4b8e6c893e495","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":44,"qualified_finalists":6,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Bath Fitter is a weak fit for a full bathroom renovation. Six of the seven platforms in this study named Bath Fitter during ranking discovery, and all seven that evaluated it rated the fit weak for a whole-room renovation involving layout changes, plumbing relocation, new tile, ventilation, and replacement of every major element. The strongest reason to consider Bath Fitter is its fast, low-demolition acrylic tub or shower system, installed in as little as one day with a transferable lifetime warranty on qualifying products. The main limitation is scope: Bath Fitter's core offering installs…","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"}}