{"citations":{"source_mix":{"company_owned":26,"independent":17,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":36,"partial":7},"total_sources":43,"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 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":"Footprints Bath and Tile","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":"Footprints Bath and Tile","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":"Footprints Bath and Tile","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":"Footprints Bath and Tile","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"Footprints Bath and Tile","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/powder-room-renovation/footprints-bath-and-tile.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/powder-room-renovation/footprints-bath-and-tile","report_type":"fit_review","study_id":"HICI-STUDY-964EE9D172F4","title":"Footprints Bath and Tile 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 14:02:52.315127+00","research_date":"2026-10-02","source_snapshot_sha256":"849748fa7aad752e9a7534bf8f35a7df007f781c35a8394aae7fdc0cb4f44fef","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":34,"qualified_finalists":8,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Footprints Bath and Tile is a reasonable candidate for a powder room renovation, but only with local verification. Two of the seven platforms in this study named it during the ranking stage — DeepSeek (rank 4) and Kimi (rank 7) — giving it an average listed rank of 5.5 and a 28.6% share of included platform responses. The strongest reason to consider it is a dedicated Powder Room Remodel service that explicitly markets tight-layout work, fixture and material guidance, and TCNA/ANSI-aligned tile installation (, -5). The main limitation is that warranty coverage, pricing, ventilation scope,…","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"}}