{"citations":{"source_mix":{"company_owned":20,"independent":11,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":30,"partial":1},"total_sources":31,"unique_domain_count":17},"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 Luxury Kitchen Design-Build Firms for High-End Homes","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","perplexity"],"predicate":"final_consensus_rank","qualifier":"luxury kitchen design build","subject":"LA Design Build","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"LA Design Build","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"LA Design Build","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic"],"predicate":"fit_rating_count","qualifier":"good","subject":"LA Design Build","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"LA Design Build","unit":"platforms","value":2},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"LA Design Build","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.5,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"LA Design Build","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/luxury-kitchen-design-build/la-design-build.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/luxury-kitchen-design-build/la-design-build","report_type":"fit_review","study_id":"HICI-STUDY-81C75813D42A","title":"LA Design Build Review for High-End Homes"},"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 10:11:03.354687+00","research_date":"2026-10-02","source_snapshot_sha256":"5f6f95b1751c27fdd43ec22896552d2128debe25407c52dfde7ffcf58d0487f3","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":53,"qualified_finalists":5,"ranking_unit":"Kitchen remodeling contractor, design-build firm, or cabinet supplier"},"schema_version":4,"summary":"LA Design Build is a good fit for luxury kitchen design build in the greater Los Angeles area, with meaningful caveats. Two of seven platforms named it during the ranking stage (deepseek, perplexity), a 28.6% share of included platform responses, at an average listed rank of 2.5 and a best rank of 2. The strongest reason to consider it is documented premium appliance integration and custom millwork: company portfolio pages show Wolf, Sub-Zero, Miele and Thermador appliances behind custom cabinetry . The main limitation is commercial transparency — no published kitchen pricing, unclear…","target_buyer":"An owner of a high-value home commissioning a bespoke kitchen with premium appliances, custom millwork and an architect-level design process.","topic":{"base_category":"Kitchen Remodeling","category_criteria":["in-house design talent","luxury appliance integration","custom millwork sourcing","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-luxury-kitchen-design-build-firms-for-high-end-homes","title":"Best Luxury Kitchen Design-Build Firms for High-End Homes","use_case":"luxury kitchen design build"}}