{"citations":{"source_mix":{"company_owned":50,"independent":15,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":56,"partial":9},"total_sources":65,"unique_domain_count":26},"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":["google","perplexity"],"predicate":"final_consensus_rank","qualifier":"ductless mini-split installation","subject":"Lennox Premier Dealer Network","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Lennox Premier Dealer Network","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Lennox Premier Dealer Network","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Lennox Premier Dealer Network","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Lennox Premier Dealer Network","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":"Lennox Premier Dealer Network","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Lennox Premier Dealer Network","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/ductless-mini-split-installation/lennox-premier-dealer-network.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/ductless-mini-split-installation/lennox-premier-dealer-network","report_type":"fit_review","study_id":"HSCI-STUDY-EAEDA799D705","title":"Lennox Premier Dealer Network 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 16:55:45.887294+00","research_date":"2026-09-30","source_snapshot_sha256":"dbdad671870d5e3c1f20c549794315fe57f44d62065c81f7106f8660641ce461","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":9,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Lennox Premier Dealer Network is a good — not guaranteed — fit for ductless mini-split installation in room additions, garage conversions, and homes without ductwork. Two of the seven included platforms named it during ranking discovery (google, perplexity), where it averaged rank 3.0 and peaked at rank 1. The strongest reason to consider it: Lennox Powered by Samsung equipment supports multi-zone configurations (one outdoor unit serving up to five indoor units) and the network includes dealers specifically designated and trained for mini-split systems . The main limitation: dealers are…","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"}}