{"citations":{"source_mix":{"company_owned":14,"independent":6,"unclear":6},"sources_referenced_by_questions":0,"support_mix":{"direct":15,"partial":11},"total_sources":26,"unique_domain_count":6},"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 Luxury Primary Bathroom Renovation Firms","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"luxury primary bathroom","subject":"Baldwin Builders","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Baldwin Builders","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Baldwin Builders","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Baldwin Builders","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Baldwin Builders","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.333333333333333,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Baldwin Builders","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/luxury-primary-bathroom/baldwin-builders.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/luxury-primary-bathroom/baldwin-builders","report_type":"fit_review","study_id":"HICI-STUDY-385DEE8B257E","title":"Baldwin Builders Review for luxury primary bathroom"},"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 12:56:53.864908+00","research_date":"2026-10-02","source_snapshot_sha256":"0112450fad2cc502d8225d683bdbd3e9c8f1d3f167fd1dba6a127a0349b5c20b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":44,"qualified_finalists":8,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Baldwin Builders is a mixed-to-uncertain fit for a luxury primary bathroom. Three of seven platforms named it during ranking discovery (deepseek, kimi, perplexity), a 42.9% share, with an average listed rank of 4.3 and a best rank of 2 (, anthropic:cite-1, , grok:, , kimi:BALDWINSITE2026, ). The strongest reason to consider it is documented regional luxury-bathroom positioning: 31 years claimed experience, California license CA#992380, named stone and fixture brands, and service across Los Angeles, Orange, and Riverside Counties (anthropic:cite-12, anthropic:cite-13, anthropic:cite-2). The…","target_buyer":"An owner of a high-value home building a spa-style primary suite with freestanding tub, large-format stone and custom glass.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["large-format stone work","custom glass fabrication","high-end fixture sourcing","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-luxury-primary-bathroom-renovation-firms","title":"Best Luxury Primary Bathroom Renovation Firms","use_case":"luxury primary bathroom"}}