{"citations":{"source_mix":{"company_owned":24,"independent":10,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":14,"partial":6},"total_sources":35,"unique_domain_count":10},"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 Kitchen Remodeling Contractors for Full Gut Renovations","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","grok"],"predicate":"final_consensus_rank","qualifier":"full gut kitchen renovation","subject":"Normandy Remodeling","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","grok"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Normandy Remodeling","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Normandy Remodeling","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Normandy Remodeling","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Normandy Remodeling","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Normandy Remodeling","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/full-gut-kitchen-renovation/normandy-remodeling.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/full-gut-kitchen-renovation/normandy-remodeling","report_type":"fit_review","study_id":"HICI-STUDY-5A97ABFBFA1F","title":"Normandy Remodeling Review for Full Gut Renovations"},"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 08:20:41.743579+00","research_date":"2026-10-02","source_snapshot_sha256":"2c2691d1105b27620ad1e96c8a0041094cce15a5b7fda78c4b56ee8cfed07a52","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":38,"qualified_finalists":8,"ranking_unit":"Kitchen remodeling contractor, design-build firm, or cabinet supplier"},"schema_version":4,"summary":"Normandy Remodeling is a strong fit for a full gut kitchen renovation if the home sits inside its Chicago-area service territory. Two of the seven platforms in this study named Normandy during the ranking stage, and both placed it in the top four. The strongest reason to consider it is an integrated design-build process that covers layout development, architectural blueprints, permitting, trade coordination, construction management, and a stated five-year workmanship warranty. The main limitation is geography: public materials describe a Chicago-metro footprint, not national coverage, and no…","target_buyer":"A homeowner taking a dated kitchen back to the studs and replacing layout, cabinetry, plumbing runs and electrical in one project.","topic":{"base_category":"Kitchen Remodeling","category_criteria":["structural and layout change capability","trade coordination","permit handling","project scope handled","design service quality","cabinetry and material sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-kitchen-remodeling-contractors-for-full-gut-renovations","title":"Best Kitchen Remodeling Contractors for Full Gut Renovations","use_case":"full gut kitchen renovation"}}