{"citations":{"source_mix":{"company_owned":33,"independent":8,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":28,"partial":12},"total_sources":41,"unique_domain_count":12},"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":["google","openai"],"predicate":"final_consensus_rank","qualifier":"emergency no heat furnace repair","subject":"Service Experts","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Service Experts","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Service Experts","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","deepseek","grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Service Experts","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Service Experts","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Service Experts","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/emergency-no-heat-furnace-repair/service-experts.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/emergency-no-heat-furnace-repair/service-experts","report_type":"fit_review","study_id":"HSCI-STUDY-4142CFCD1E5E","title":"Service Experts 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 15:21:12.332926+00","research_date":"2026-09-30","source_snapshot_sha256":"3e8cc44dcbc23b6d39b35d765793bdfe7c4c50ebbd72dcd747f5b16376da3c87","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":36,"qualified_finalists":9,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Service Experts is a mixed fit for Emergency No Heat Furnace Repair. Two of the seven platforms that evaluated fit named Service Experts during the ranking stage (google, openai), and the seven fit assessments split three \"good\" (anthropic, google, perplexity), three \"mixed\" (deepseek, grok, openai), and one \"uncertain\" (kimi). The strongest reason to consider it is advertised 24/7 emergency heating availability with live support, ACE-certified technician positioning, and a no-after-hours-surcharge policy stated in at least one market (, , -1). The main limitation is that response times,…","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"}}