{"citations":{"source_mix":{"company_owned":31,"independent":22,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":21,"partial":6},"total_sources":53,"unique_domain_count":23},"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":["deepseek","google"],"predicate":"final_consensus_rank","qualifier":"older home bathroom replumb","subject":"DreamMaker Bath & Kitchen","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"DreamMaker Bath & Kitchen","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"DreamMaker Bath & Kitchen","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"DreamMaker Bath & Kitchen","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"DreamMaker Bath & Kitchen","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"DreamMaker Bath & Kitchen","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/older-home-bathroom-replumb/dreammaker-bath-kitchen.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/older-home-bathroom-replumb/dreammaker-bath-kitchen","report_type":"fit_review","study_id":"HICI-STUDY-3A77640AD458","title":"DreamMaker Bath & Kitchen 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.","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 18:36:56.914338+00","research_date":"2026-10-02","source_snapshot_sha256":"401a25ad3152d29b1705d02ca9d03dee2b1cf95e2d5d405cd1411ce9a69353aa","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":45,"qualified_finalists":8,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"DreamMaker Bath & Kitchen is a mixed fit for an older home bathroom replumb. Two of the seven platforms in this study named it during the ranking stage, at an average listed rank of 4.5 and a best rank of 1. The strongest reason to consider it is its full-service design-build model, which can coordinate design, demolition, plumbing, tile, and fixtures under one contract. The main limitation is that no reviewed source verifies a standardized national capability for galvanized or cast-iron pipe replacement, concealed-damage pricing, or uniform warranty terms. The specific local franchise and…","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"}}