{"citations":{"source_mix":{"company_owned":29,"independent":23,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":48,"partial":4},"total_sources":52,"unique_domain_count":24},"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":["deepseek","google","openai"],"predicate":"final_consensus_rank","qualifier":"ductless mini-split installation","subject":"LG Pro Dealer","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"LG Pro Dealer","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"LG Pro Dealer","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"LG Pro Dealer","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","anthropic"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"LG Pro Dealer","unit":"platforms","value":2},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-30","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"LG Pro Dealer","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.333333333333333,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"LG Pro Dealer","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/ductless-mini-split-installation/lg-pro-dealer.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/ductless-mini-split-installation/lg-pro-dealer","report_type":"fit_review","study_id":"HSCI-STUDY-94F587ABBC1E","title":"LG Pro Dealer 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 16:46:43.562797+00","research_date":"2026-09-30","source_snapshot_sha256":"9238acdc85976fe976df19317db49a94ab68830e0f567439f02fc15f94ca7509","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":9,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"LG Pro Dealer is a mixed fit for ductless mini-split installation in room additions, garage conversions, and no-duct homes. Three of seven platforms named it during the ranking stage (deepseek, google, openai), with an average listed rank of 4.33 and a best rank of 4. The strongest reason to consider it: LG's Multi F and ARTCOOL lines are purpose-built for ductless single-zone and multi-zone projects, and Pro Dealer installation may unlock a conditional 12-year cumulative parts-and-compressor warranty (, -2). The main limitation: LG Pro Dealer is a contractor referral network, not an…","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"}}