{"citations":{"source_mix":{"company_owned":20,"independent":5,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":17,"partial":7},"total_sources":27,"unique_domain_count":8},"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":"Pro Work Flooring","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Pro Work Flooring","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":"Pro Work Flooring","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Pro Work Flooring","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Pro Work Flooring","unit":"platforms","value":3},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Pro Work Flooring","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":7,"name":"Pro Work Flooring","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/open-concept-kitchen-conversion/pro-work-flooring.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/open-concept-kitchen-conversion/pro-work-flooring","report_type":"fit_review","study_id":"HICI-STUDY-525C69CC297A","title":"Pro Work Flooring 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 17:21:20.089259+00","research_date":"2026-10-02","source_snapshot_sha256":"f6f232fce6a679f76891ae871bfbb0ace5981de213b6a092965367c31c1050e6","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":"Pro Work Flooring is a mixed-to-uncertain fit for an open-concept kitchen conversion. Two of the seven platforms in this study named it during the ranking stage (deepseek, kimi), and the seven platform fit ratings ranged from \"strong\" (google) to \"uncertain\" (anthropic, deepseek), with openai, grok, and perplexity calling it mixed and kimi calling it good. The strongest reason to consider it is that its advertised open-concept service directly matches the job: wall removal, engineered beam and post installation, temporary shoring, Florida Building Code permitting, and coordinated finishes .…","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"}}