{"citations":{"source_mix":{"company_owned":14,"independent":8,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":18,"partial":6},"total_sources":24,"unique_domain_count":11},"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 Small Bathroom and Powder Room Remodeling Contractors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"powder room renovation","subject":"Urban Nest Inc.","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Urban Nest Inc.","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Urban Nest Inc.","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Urban Nest Inc.","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Urban Nest Inc.","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Urban Nest Inc.","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/powder-room-renovation/urban-nest-inc.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/powder-room-renovation/urban-nest-inc","report_type":"fit_review","study_id":"HICI-STUDY-A6A76B9F0AE1","title":"Urban Nest Inc Review for powder room renovation"},"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 13:58:27.516337+00","research_date":"2026-10-02","source_snapshot_sha256":"54eb31b0e1c076c5dffa2d8efb9dc1461d3b3a1e196857c01f96a1568fd818ac","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":34,"qualified_finalists":8,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Urban Nest Inc. is a mixed fit for powder room renovation. Two of seven platforms named it during the ranking stage, with an average listed rank of 1.5 and a best rank of 1. Its strongest case is integrated design-build delivery in the San Jose/South Bay area: architecture, permits, construction, and a published single-bathroom price band under one contract. The main limitation is that no reviewed public source documents powder-room-specific space planning, compact-fixture sourcing, ventilation design, or a stated workmanship-warranty term. Buyers should treat it as a general bathroom…","target_buyer":"A homeowner updating a half bath or very small full bath where every inch of layout and fixture scale matters.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["compact fixture knowledge","space planning","ventilation in tight rooms","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-small-bathroom-and-powder-room-remodeling-contractors","title":"Best Small Bathroom and Powder Room Remodeling Contractors","use_case":"powder room renovation"}}