{"citations":{"source_mix":{"company_owned":24,"independent":14,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":9},"total_sources":40,"unique_domain_count":13},"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":["anthropic","google"],"predicate":"final_consensus_rank","qualifier":"luxury primary bathroom","subject":"BOWA","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"BOWA","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"BOWA","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":"BOWA","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":"BOWA","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"BOWA","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/luxury-primary-bathroom/bowa.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/luxury-primary-bathroom/bowa","report_type":"fit_review","study_id":"HICI-STUDY-A770B70D07A9","title":"BOWA 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.","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 12:52:56.981583+00","research_date":"2026-10-02","source_snapshot_sha256":"8080baf72ec009f823904889eb069ca146932146fa859e85e728d0717772bd7a","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":44,"qualified_finalists":8,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"BOWA is a good, regionally limited fit for a luxury primary bathroom. Two of the seven platforms that evaluated fit named BOWA during the ranking stage (anthropic, google), and both listed it at rank 1; the other five platforms assessed BOWA only after it was surfaced. The strongest reason to consider BOWA is a documented design-build process for spa-style primary suites — freestanding soaking tubs, glass-enclosed steam showers, porcelain slab and travertine work, a Guaranteed Budget Range, and a stated three-year project / 15-year structural warranty . The main limitation is that BOWA…","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"}}