{"citations":{"source_mix":{"company_owned":25,"independent":8,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":30,"partial":3},"total_sources":33,"unique_domain_count":15},"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"],"predicate":"final_consensus_rank","qualifier":"luxury primary bathroom","subject":"ARIID Build & Remodel","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"ARIID Build & Remodel","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"ARIID Build & Remodel","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"ARIID Build & Remodel","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":8,"best_rank":8,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"ARIID Build & Remodel","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/luxury-primary-bathroom/ariid-build-remodel.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/luxury-primary-bathroom/ariid-build-remodel","report_type":"fit_review","study_id":"HICI-STUDY-02023F4CF856","title":"ARIID Build & Remodel 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 13:13:31.618417+00","research_date":"2026-10-02","source_snapshot_sha256":"e3d875d80350ddf3dfa38691874535d89996e6c2dda5405fd39c6b5c461e5631","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":44,"qualified_finalists":8,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"ARIID Build & Remodel is a good, conditional fit for a luxury primary bathroom in the Seattle Eastside market, but it is not a proven national choice. Two of the seven platforms that evaluated fit named the firm during ranking discovery, and both placed it at rank 8 (deepseek, kimi). The strongest reason to consider it is an integrated design-build scope that publicly covers large-format tile, custom frameless glass, freestanding tubs, heated floors, and permitting under one contract (, -7). The main limitation is evidence quality: most capability and pricing detail is company-published,…","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"}}