{"citations":{"source_mix":{"company_owned":42,"independent":1,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":35,"partial":6},"total_sources":43,"unique_domain_count":3},"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 HVAC Companies for Emergency No Heat Furnace Repair","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","google","perplexity"],"predicate":"final_consensus_rank","qualifier":"emergency no heat furnace repair","subject":"Aire Serv","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Aire Serv","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Aire Serv","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Aire Serv","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Aire Serv","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Aire Serv","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/emergency-no-heat-furnace-repair/aire-serv.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/emergency-no-heat-furnace-repair/aire-serv","report_type":"fit_review","study_id":"HSCI-STUDY-0073722B7266","title":"Aire Serv Review for Emergency No Heat Furnace Repair"},"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 15:13:38.36153+00","research_date":"2026-09-30","source_snapshot_sha256":"d8d728a12e9ac86e171a90ca49035db14805338a56c746e21f7fab15bcd4ab0f","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":36,"qualified_finalists":9,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Aire Serv is a mixed-to-good fit for emergency no-heat furnace repair, depending entirely on the local franchise. Three of seven platforms named Aire Serv during ranking discovery, and fit ratings split across the panel: four platforms rated it good, two mixed, and one uncertain. The strongest reason to consider Aire Serv is its advertised 24/7 emergency availability combined with upfront, job-based pricing and a stated no-overtime-charge policy at participating locations. The main limitation is that Aire Serv operates through independently owned franchises, so response times, after-hours…","target_buyer":"A homeowner whose furnace has stopped working during a freezing winter cold snap and needs heat restored urgently.","topic":{"base_category":"HVAC Installation and Repair","category_criteria":["winter emergency response time","furnace parts availability","pipe freeze prevention expertise","after-hours pricing"],"geography":"United States","slug":"best-hvac-companies-for-emergency-no-heat-furnace-repair","title":"Best HVAC Companies for Emergency No Heat Furnace Repair","use_case":"emergency no heat furnace repair"}}