{"citations":{"source_mix":{"company_owned":19,"independent":17,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":24,"partial":12},"total_sources":36,"unique_domain_count":19},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best One-Day Bath and Shower Remodel Companies","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":"one day bath remodel","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}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.3333333333333333,"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/one-day-bath-remodel/bath-fitter.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/one-day-bath-remodel/bath-fitter","report_type":"fit_review","study_id":"HICI-STUDY-9CCD813B1143","title":"Bath Fitter Review for one day bath remodel"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","6 of 7 included platforms returned a usable fit assessment; disclose this as a methodology limitation and do not describe the fit findings as unanimous, 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.","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_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 09:49:14.722389+00","research_date":"2026-10-02","source_snapshot_sha256":"40ba876e37129c41d06d5df0f1c7c9560b19fd69626449a35e8111e77d12c3b8","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":26,"qualified_finalists":10,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Bath Fitter is a good fit for a one day bath remodel when the existing tub or shower is structurally sound and the buyer wants a custom-measured acrylic liner and wall system installed over existing surfaces with minimal demolition. Six of seven included platforms named Bath Fitter during ranking discovery, and six returned a usable fit assessment; five of those six rated it good or strong, while one rated it mixed. The strongest reason to consider it is its purpose-built PermaFit™ acrylic system marketed for one-day, low-disruption installation with a published lifetime warranty on…","target_buyer":"A homeowner who wants a replacement tub or shower fitted in a single visit using an acrylic or composite system rather than a tiled build.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["single-visit installation","proprietary system quality","disruption minimisation","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-one-day-bath-and-shower-remodel-companies","title":"Best One-Day Bath and Shower Remodel Companies","use_case":"one day bath remodel"}}