{"citations":{"source_mix":{"company_owned":21,"independent":11,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":22,"partial":8},"total_sources":33,"unique_domain_count":15},"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":"BPM Heating, Cooling & Plumbing","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"BPM Heating, Cooling & Plumbing","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"BPM Heating, Cooling & Plumbing","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"BPM Heating, Cooling & Plumbing","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"BPM Heating, Cooling & Plumbing","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-30","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"BPM Heating, Cooling & Plumbing","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"BPM Heating, Cooling & Plumbing","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/ductless-mini-split-installation/bpm-heating-cooling-plumbing.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/ductless-mini-split-installation/bpm-heating-cooling-plumbing","report_type":"fit_review","study_id":"HSCI-STUDY-BB47B92D78B4","title":"BPM Heating, Cooling & Plumbing 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.","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 16:53:06.661657+00","research_date":"2026-09-30","source_snapshot_sha256":"77feca3c78e6ba6f909bf719c405ffdbdec7cb5a17d95516e130fc55ffb19589","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":9,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"BPM Heating, Cooling & Plumbing is a good fit for ductless mini-split installation in its Frederick, Maryland service area, with meaningful verification requirements. Two of seven platforms named BPM during the ranking stage (anthropic, kimi), and both listed it at rank 2. The strongest reason to consider BPM is its combination of manufacturer dealer credentials — LG Pro Platinum Dealer and Lennox Powered by Samsung Specialist — with dual Maryland HVAC Master and Master Plumber/Gas Fitter licensing, which supports single-contractor coordination of refrigerant, electrical, and plumbing work…","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"}}