{"citations":{"source_mix":{"company_owned":13,"independent":4,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":13,"partial":3},"total_sources":17,"unique_domain_count":9},"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":["anthropic","grok"],"predicate":"final_consensus_rank","qualifier":"powder room renovation","subject":"K&H Construction and Remodeling","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"K&H Construction and Remodeling","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"K&H Construction and Remodeling","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"K&H Construction and Remodeling","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":"K&H Construction and Remodeling","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"K&H Construction and Remodeling","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/powder-room-renovation/k-h-construction-and-remodeling.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/powder-room-renovation/k-h-construction-and-remodeling","report_type":"fit_review","study_id":"HICI-STUDY-A54B1E121B2B","title":"K&H Construction and Remodeling 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.","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 14:00:23.386553+00","research_date":"2026-10-02","source_snapshot_sha256":"942c1d42cac7c5887f1280c8828ae19dcc9dd1ad8ee350f317707deb867dd117","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":34,"qualified_finalists":8,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"K&H Construction and Remodeling is a good fit for powder room renovation in the Portland, Oregon metro area, with material verification gaps. Two of seven platforms named it during the ranking stage (anthropic, grok), and its average listed rank was 4.5 with a best rank of 2. The strongest reason to consider it is that it explicitly markets small-bathroom and powder-room remodeling, including compact-layout planning, ventilation, waterproofing, and permit handling under one contractor (, , grok:, ). The main limitation is that no public source verifies a workmanship warranty, powder-room…","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"}}