{"citations":{"source_mix":{"company_owned":33,"independent":3,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":32,"partial":4},"total_sources":36,"unique_domain_count":4},"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 Contractors for Curbless Wet Room Bathroom Designs","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"curbless wet room build","subject":"Oakwood Remodel","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Oakwood Remodel","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Oakwood Remodel","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":"Oakwood Remodel","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":"Oakwood Remodel","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Oakwood Remodel","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/curbless-wet-room-build/oakwood-remodel.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/curbless-wet-room-build/oakwood-remodel","report_type":"fit_review","study_id":"HICI-STUDY-19643A5D949B","title":"Oakwood Remodel Review for Curbless Wet Room Bathroom Designs"},"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 21:51:36.453605+00","research_date":"2026-10-02","source_snapshot_sha256":"e05c836447ff268054b76ab3f69c95ad8a573fdadba3f98b46a0f8d7bc2c54a6","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":41,"qualified_finalists":7,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Oakwood Remodel is a good but verification-dependent fit for a curbless wet room build in the Sacramento, California region. Six of seven platforms named the company during ranking discovery, with an average listed rank of 2.0 and a best rank of 1. The strongest reason to consider it is a service lineup that directly matches the use case: full-floor bonded waterproofing, level-entry floor forming, linear drainage, and named membrane systems such as Schluter KERDI and Laticrete Hydro Ban (openai:oakwoodwetroom, -8). The main limitation is evidence quality: most supporting material is…","target_buyer":"A homeowner building a fully waterproofed wet room with a level entry and no shower tray, often for step-free access.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["level-entry floor forming","whole-room waterproofing","linear drainage","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-contractors-for-curbless-wet-room-bathroom-designs","title":"Best Contractors for Curbless Wet Room Bathroom Designs","use_case":"curbless wet room build"}}