{"citations":{"source_mix":{"company_owned":24,"independent":10,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":30,"partial":5},"total_sources":35,"unique_domain_count":19},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Ductless Mini-Split Installers for Additions and No-Duct Homes","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"ductless mini-split installation","subject":"D Air Conditioning Co.","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"D Air Conditioning Co.","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"D Air Conditioning Co.","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"D Air Conditioning Co.","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","grok","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"D Air Conditioning Co.","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"D Air Conditioning Co.","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/ductless-mini-split-installation/d-air-conditioning-co.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/ductless-mini-split-installation/d-air-conditioning-co","report_type":"fit_review","study_id":"HSCI-STUDY-97D8B37CC155","title":"D Air Conditioning Co Review for Additions and No-Duct Homes"},"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 Services 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":"2026-09-30 17:02:57.764001+00","research_date":"2026-09-30","source_snapshot_sha256":"775b9186fcf3aade1da86ad0dbb128ac7a5ea315c73cdba343e48cb3ce0db0ec","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":9,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"D Air Conditioning Co. is a good but verification-dependent fit for ductless mini-split installation in additions, garage conversions, ADUs, and no-duct homes, particularly in California. Two of seven platforms named the company during the ranking stage, and its strongest case rests on a publicly demonstrated ductless and VRF focus, multi-zone capability, and company-described conduit and line-set finishing practices. The main limitation is that the Mitsubishi Electric Certified Partner and Elite Diamond Contractor status, current licensing, warranty terms, and project pricing were not…","target_buyer":"A homeowner adding a room, converting a garage, or living in a home without existing ductwork who needs efficient heating and cooling installed.","topic":{"base_category":"HVAC Installation and Repair","category_criteria":["ductless system expertise","multi-zone configuration skill","aesthetic installation quality","brand certifications"],"geography":"United States","slug":"best-ductless-mini-split-installers-for-additions-and-no-duct-homes","title":"Best Ductless Mini-Split Installers for Additions and No-Duct Homes","use_case":"ductless mini-split installation"}}