{"citations":{"source_mix":{"company_owned":9,"independent":6,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":11,"partial":2},"total_sources":15,"unique_domain_count":13},"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":"Atlanta Kitchen Experts","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Atlanta Kitchen Experts","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":"Atlanta Kitchen Experts","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Atlanta Kitchen Experts","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Atlanta Kitchen Experts","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":8,"best_rank":8,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Atlanta Kitchen Experts","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/open-concept-kitchen-conversion/atlanta-kitchen-experts.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/open-concept-kitchen-conversion/atlanta-kitchen-experts","report_type":"fit_review","study_id":"HICI-STUDY-000E244E2134","title":"Atlanta Kitchen Experts 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 17:25:01.145013+00","research_date":"2026-10-02","source_snapshot_sha256":"f835083e87d5ac7c7ab5c806710c110d034c533f39c4a921364a03e25e797df1","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":"Atlanta Kitchen Experts is a mixed-to-uncertain fit for open-concept kitchen conversion. Two of seven platforms named it during ranking discovery, at an average listed rank of 8.0 and a best rank of 8. The strongest reason to consider it is that its own website directly advertises load-bearing and non-load-bearing wall removal, beam installation, structural drawings, permits, and inspections for kitchen-to-living-space conversions . The main limitation is evidence quality: structural credentials, licensing, insurance, pricing, contract terms, workmanship warranty, and independent reviews…","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"}}