{"citations":{"source_mix":{"company_owned":22,"independent":4,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":5},"total_sources":26,"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 Contractors for Open-Concept Kitchen Wall Removal","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"open concept kitchen conversion","subject":"Garrett Kitchen Remodeling","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Garrett Kitchen Remodeling","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":"Garrett Kitchen Remodeling","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":"Garrett Kitchen Remodeling","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.5,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"Garrett Kitchen Remodeling","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/open-concept-kitchen-conversion/garrett-kitchen-remodeling.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/open-concept-kitchen-conversion/garrett-kitchen-remodeling","report_type":"fit_review","study_id":"HICI-STUDY-0545FB3DA763","title":"Garrett Kitchen Remodeling Review for Open-Concept Kitchen Wall Removal"},"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 17:17:57.182409+00","research_date":"2026-10-02","source_snapshot_sha256":"e5d00508bc0243265021ea884815d7abcabf1c53f9f4e0c1bf6398b712a64aca","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":39,"qualified_finalists":10,"ranking_unit":"Kitchen remodeling contractor, design-build firm, or cabinet supplier"},"schema_version":4,"summary":"Garrett kitchen remodeling is a good — but not fully verified — fit for open-concept kitchen conversion in the Minneapolis-St. Paul metro. Two of seven platforms named it during the ranking stage (deepseek, kimi), a 28.6% share of included platform responses, at an average listed rank of 5.5. The strongest reason to consider it is a dedicated Kitchen Structural Work service that explicitly advertises load-bearing wall removal, engineered beam installation, structural-engineer coordination, temporary shoring, permits, and inspections . The main limitation is evidence quality: most claims are…","target_buyer":"A homeowner removing a wall between kitchen and living space, where load-bearing assessment and beam installation are part of the job.","topic":{"base_category":"Kitchen Remodeling","category_criteria":["structural engineering support","load-bearing beam installation","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-contractors-for-open-concept-kitchen-wall-removal","title":"Best Contractors for Open-Concept Kitchen Wall Removal","use_case":"open concept kitchen conversion"}}