{"citations":{"source_mix":{"company_owned":14,"independent":23,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":6},"total_sources":37,"unique_domain_count":18},"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 Bathroom Renovation Contractors for Rental and Multi-Unit Properties","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"rental bathroom renovation","subject":"Bath Fitter","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","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":["openai","anthropic","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Bath Fitter","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Bath Fitter","unit":"platforms","value":1}],"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/rental-bathroom-renovation/bath-fitter.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/rental-bathroom-renovation/bath-fitter","report_type":"fit_review","study_id":"HICI-STUDY-427E64E8297D","title":"Bath Fitter Review for Rental and Multi-Unit Properties"},"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 23:59:33.271329+00","research_date":"2026-10-02","source_snapshot_sha256":"bdc5a582ff0b5de3ccf3a3f416be04bf210b40880ae050b99728dd9f8c8dfc77","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":39,"qualified_finalists":5,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Bath Fitter is a good, conditional fit for rental bathroom renovation. Four of the seven platforms in this study named it during ranking discovery, and all four ranked it in the top three, with an average listed rank of 1.5. Its strongest case is standardized tub and shower refreshes across multiple units: acrylic systems installed over existing fixtures, marketed at one day or less, with a dedicated commercial multi-unit program. The main limitation is scope and verification. Bath Fitter is not a full general-bathroom contractor, commercial warranty terms are shorter than residential…","target_buyer":"A landlord or property manager renovating bathrooms across tenancies or units, prioritising durability and repeatable spec.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["turnaround speed","durable finish selection","multi-unit pricing","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-bathroom-renovation-contractors-for-rental-and-multi-unit-properties","title":"Best Bathroom Renovation Contractors for Rental and Multi-Unit Properties","use_case":"rental bathroom renovation"}}