{"citations":{"source_mix":{"company_owned":15,"independent":18,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":9},"total_sources":33,"unique_domain_count":19},"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 Remodelers for Older Homes Needing Plumbing Relocation","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"older home bathroom replumb","subject":"Indy Renovation","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Indy Renovation","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Indy Renovation","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok"],"predicate":"fit_rating_count","qualifier":"good","subject":"Indy Renovation","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Indy Renovation","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Indy Renovation","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":8,"best_rank":7,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Indy Renovation","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/older-home-bathroom-replumb/indy-renovation.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/older-home-bathroom-replumb/indy-renovation","report_type":"fit_review","study_id":"HICI-STUDY-453D4955DB37","title":"Indy Renovation Review for Older Homes Needing Plumbing Relocation"},"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.","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 18:39:36.853932+00","research_date":"2026-10-02","source_snapshot_sha256":"1212d970e9d165e6d0b7e08cd0d7d3b18f63babcbc3a943f2334408bf370ff52","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":45,"qualified_finalists":8,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Indy Renovation is a good but not fully proven fit for an older home bathroom replumb in the Indianapolis area. Two of the seven platforms that evaluated fit named it during the ranking stage, at an average listed rank of 8.0 and a best rank of 7. Its strongest case is a single-contractor offering that publicly combines bathroom remodeling, plumbing, pipe repair or replacement, custom tile, fixture selection, and permit-related claims. The main limitation is that no reviewed public source confirms the exact legacy-pipe scope, concealed-condition pricing, waterproofing system, or a…","target_buyer":"An owner of an older property where the renovation uncovers galvanised or cast iron pipework that must be replaced as part of the job.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["legacy pipework replacement","concealed damage handling","code upgrade work","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-remodelers-for-older-homes-needing-plumbing-relocation","title":"Best Bathroom Remodelers for Older Homes Needing Plumbing Relocation","use_case":"older home bathroom replumb"}}