{"citations":{"source_mix":{"company_owned":20,"independent":7,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":22,"partial":4},"total_sources":28,"unique_domain_count":12},"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 Remodelers for Accessible and Aging-in-Place Designs","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"accessible kitchen renovation","subject":"BILD","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"BILD","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"BILD","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"BILD","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":"BILD","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"BILD","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/accessible-kitchen-renovation/bild.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/accessible-kitchen-renovation/bild","report_type":"fit_review","study_id":"HICI-STUDY-E135D7823563","title":"BILD Review for Accessible and Aging-in-Place Designs"},"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 21:43:23.921619+00","research_date":"2026-10-02","source_snapshot_sha256":"d5bd9d7461a0c4c21624c1ae2444edcecb944f53003dda3650a96a9789a6ac4b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":48,"qualified_finalists":6,"ranking_unit":"Kitchen remodeling contractor, design-build firm, or cabinet supplier"},"schema_version":4,"summary":"BILD is a good fit for accessible kitchen renovation if the project is in Southeastern Wisconsin or the Chicago area and the buyer wants therapy-informed universal design. Two of the seven platforms named BILD during the ranking stage — OpenAI and Perplexity — giving it a 28.6% share of included platform responses, an average listed rank of 6.0, and a best listed rank of 3. The strongest reason to consider it is its stated combination of interior design with occupational- and physical-therapy input for wheelchair access, varied counter heights, and reachable storage . The main limitation is…","target_buyer":"A household adapting a kitchen for a wheelchair user or an older resident, needing reachable storage, seated work surfaces and safe clearances.","topic":{"base_category":"Kitchen Remodeling","category_criteria":["universal design expertise","varied counter heights","reachable storage solutions","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-remodelers-for-accessible-and-aging-in-place-designs","title":"Best Kitchen Remodelers for Accessible and Aging-in-Place Designs","use_case":"accessible kitchen renovation"}}