{"citations":{"source_mix":{"company_owned":32,"independent":12,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":39,"partial":5},"total_sources":45,"unique_domain_count":14},"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 Heat Pump Installers for Switching from Gas Furnace","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"heat pump conversion from gas furnace","subject":"Superior Co-Op HVAC","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Superior Co-Op HVAC","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Superior Co-Op HVAC","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"good","subject":"Superior Co-Op HVAC","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Superior Co-Op HVAC","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Superior Co-Op HVAC","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.6666666666666665,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Superior Co-Op HVAC","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/heat-pump-gas-furnace-conversion/superior-co-op-hvac.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/heat-pump-gas-furnace-conversion/superior-co-op-hvac","report_type":"fit_review","study_id":"HSCI-STUDY-03AD6ECA5FEE","title":"Superior Co-Op HVAC Review for Switching from Gas Furnace"},"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 17:40:04.881213+00","research_date":"2026-09-30","source_snapshot_sha256":"eb429f0df7585e8718126faf9caa60d6a76691b8f59b444b7c8c340ca4f88a56","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":42,"qualified_finalists":7,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Superior Co-Op HVAC is a good fit for a qualifying homeowner in Upstate New York or Vermont who wants a Mitsubishi Hyper-Heat heat pump to replace a gas furnace, but it is not a verified turnkey electrification solution. Three of seven platforms named it during the ranking stage (43% of included platform responses), at an average listed rank of 2.67 and a best listed rank of 2. Its strongest asset is a documented cold-climate Mitsubishi specialization with Manual J sizing, rebate filing, and financing. The main limitation is that electrical-panel upgrade responsibility and gas-line…","target_buyer":"A homeowner who wants to replace an existing gas furnace with an all-electric heat pump system for efficiency or electrification reasons.","topic":{"base_category":"HVAC Installation and Repair","category_criteria":["heat pump sizing for cold climates","electrical upgrade knowledge","rebate and incentive assistance","gas line decommissioning"],"geography":"United States","slug":"best-heat-pump-installers-for-switching-from-gas-furnace","title":"Best Heat Pump Installers for Switching from Gas Furnace","use_case":"heat pump conversion from gas furnace"}}