{"citations":{"source_mix":{"company_owned":27,"independent":20,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":38,"partial":11},"total_sources":49,"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 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","openai"],"predicate":"final_consensus_rank","qualifier":"one day bath remodel","subject":"Luxury Bath","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Luxury Bath","unit":"platforms","value":4},{"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":"Luxury Bath","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Luxury Bath","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Luxury Bath","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6.75,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Luxury Bath","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/one-day-bath-remodel/luxury-bath.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/one-day-bath-remodel/luxury-bath","report_type":"fit_review","study_id":"HICI-STUDY-07B88B35804B","title":"Luxury Bath 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.","Company-owned citations materially outnumber independent citations; do not describe company claims as independently verified.","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 09:23:45.942391+00","research_date":"2026-10-02","source_snapshot_sha256":"efad919eec48d2bbf90b1d1b1dac99e3102718083d67cc8f0669c3a65fd7433a","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":26,"qualified_finalists":10,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Luxury Bath is a good, but not unequivocally strong, fit for a one day bath remodel. Four of the seven platforms in this study named Luxury Bath during the ranking stage — 57% of included platform responses — at an average listed rank of 6.75 and a best listed rank of 4. The strongest reason to consider it is direct alignment with the use case: custom-fit acrylic tub, shower, and wall-surround systems advertised for installation in as little as one day, with Microban® protection infused into the acrylic surface. The main limitation is that Luxury Bath sells through independently owned…","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"}}