{"citations":{"source_mix":{"company_owned":22,"independent":27,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":44,"partial":7},"total_sources":51,"unique_domain_count":20},"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 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","google"],"predicate":"final_consensus_rank","qualifier":"one day bath remodel","subject":"BathWraps","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"BathWraps","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"BathWraps","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"BathWraps","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"BathWraps","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"BathWraps","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/one-day-bath-remodel/bathwraps.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/one-day-bath-remodel/bathwraps","report_type":"fit_review","study_id":"HICI-STUDY-1941995A22AA","title":"BathWraps 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.","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.","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 09:28:35.6379+00","research_date":"2026-10-02","source_snapshot_sha256":"2a8dc76b456173896d716c8e9da44797bdc4739cf8ff5ab79c5d520a361f4a03","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":26,"qualified_finalists":10,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"BathWraps is a good fit for a one day bath remodel when the project is a straightforward acrylic tub replacement, shower replacement, or tub-to-shower conversion on an existing footprint. Two of the seven platforms in this study named BathWraps during the ranking stage, and those two placed it at an average rank of 3.5 (best rank 3). The strongest reason to consider it is the combination of a single-visit acrylic system, grout-free low-maintenance surfaces, and advertised limited lifetime warranty coverage (, -1). The main limitation is that the one-day timeline, final price, warranty scope,…","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"}}