{"citations":{"source_mix":{"company_owned":21,"independent":9,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":29,"partial":3},"total_sources":32,"unique_domain_count":12},"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":["google","kimi","openai"],"predicate":"final_consensus_rank","qualifier":"rental bathroom renovation","subject":"Renu","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Renu","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Renu","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Renu","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Renu","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.6666666666666665,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Renu","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/rental-bathroom-renovation/renu.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/rental-bathroom-renovation/renu","report_type":"fit_review","study_id":"HICI-STUDY-CB296D6309AA","title":"Renu 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.","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":"2026-10-03 00:02:23.445072+00","research_date":"2026-10-02","source_snapshot_sha256":"ed0afb8528ab2efaf43253d98f95b803898d94f94bb7bac133052d6cc4729782","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":39,"qualified_finalists":5,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Renu is a good, but not fully proven, fit for rental bathroom renovation at multifamily scale. Three of the seven platforms in this study named Renu during the ranking stage — Google, Kimi, and OpenAI — giving it a 42.9% share of included platform responses, an average listed rank of 2.67, and a best listed rank of 1. The strongest reason to consider it is its explicit multifamily specialization: turnkey interior renovation, bathroom remodeling, shower improvements, and fixture upgrades delivered across occupied and vacant units with centralized project management. The main limitation is…","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"}}