{"citations":{"source_mix":{"company_owned":19,"independent":28,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":21,"partial":5},"total_sources":48,"unique_domain_count":23},"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 Small Bathroom and Powder Room Remodeling Contractors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"powder room renovation","subject":"Bath Fitter","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Bath Fitter","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"good","subject":"Bath Fitter","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Bath Fitter","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Bath Fitter","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Bath Fitter","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/powder-room-renovation/bath-fitter.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/powder-room-renovation/bath-fitter","report_type":"fit_review","study_id":"HICI-STUDY-A224D5F3DFDB","title":"Bath Fitter Review for powder room 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 13:55:35.057582+00","research_date":"2026-10-02","source_snapshot_sha256":"074c515ae745a6d3a96c5763b5e773ad8672c770110143f72a5d4d0bb6aa0e3f","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":34,"qualified_finalists":8,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Bath Fitter is a weak-to-mixed fit for powder room renovation. Four of the seven researched platforms named Bath Fitter during the ranking stage, and those four ranked it between first and second, but the fit verdicts split sharply: one platform rated it good, two mixed, and four weak. The strongest reason to consider Bath Fitter is its custom-fit PermaFit acrylic tub, shower, and wall system with a transferable lifetime warranty on qualifying acrylic products. The main limitation is scope: Bath Fitter's core business is overlaying existing tubs and showers, and a true powder room has…","target_buyer":"A homeowner updating a half bath or very small full bath where every inch of layout and fixture scale matters.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["compact fixture knowledge","space planning","ventilation in tight rooms","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-small-bathroom-and-powder-room-remodeling-contractors","title":"Best Small Bathroom and Powder Room Remodeling Contractors","use_case":"powder room renovation"}}