{"citations":{"source_mix":{"company_owned":25,"independent":9,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":27,"partial":7},"total_sources":34,"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":["anthropic","deepseek","google","grok","kimi"],"predicate":"final_consensus_rank","qualifier":"open concept kitchen conversion","subject":"Load Bearing Wall Pros","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Load Bearing Wall Pros","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Load Bearing Wall Pros","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Load Bearing Wall Pros","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","grok","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Load Bearing Wall Pros","unit":"platforms","value":3},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Load Bearing Wall Pros","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Load Bearing Wall Pros","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/open-concept-kitchen-conversion/load-bearing-wall-pros.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/open-concept-kitchen-conversion/load-bearing-wall-pros","report_type":"fit_review","study_id":"HICI-STUDY-89F5BA6B1AB8","title":"Load Bearing Wall Pros 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 17:08:13.9692+00","research_date":"2026-10-02","source_snapshot_sha256":"43bc4d06968aad192d9db0646e57d45aec2655442e9aab697d5418de92b81b79","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":"Load Bearing Wall Pros is a good, geographically restricted fit for an open-concept kitchen conversion where load-bearing wall removal and beam installation are the central tasks. Five of seven platforms named it during the ranking stage, and all five placed it first. Its strongest asset is a documented structural package: in-house PE engineering, PE-stamped drawings, temporary shoring, beam installation, and a lifetime transferable structural warranty. The main limitation is scope and geography: service is published as Texas-only, the homeowner is stated to handle permit submission and…","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"}}