{"citations":{"source_mix":{"company_owned":19,"independent":4,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":21,"partial":1},"total_sources":23,"unique_domain_count":9},"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 Same Day AC Repair","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"emergency same day ac repair","subject":"Champion HVAC","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Champion HVAC","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Champion HVAC","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","anthropic","deepseek","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Champion HVAC","unit":"platforms","value":6}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":8,"best_rank":6,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Champion HVAC","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/emergency-same-day-ac-repair/champion-hvac.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/emergency-same-day-ac-repair/champion-hvac","report_type":"fit_review","study_id":"HSCI-STUDY-11AE41F98130","title":"Champion HVAC Review for Emergency Same Day AC 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.","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 14:04:05.499705+00","research_date":"2026-09-30","source_snapshot_sha256":"4e04db5f44fbdeccf33a36bd5ce674578f92017afcff34139b2a1ea814d26911","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":7,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Champion HVAC is an uncertain fit for Emergency Same Day AC Repair. Two of the seven platforms in this study named it during the ranking stage — Anthropic and Kimi — and six of seven platforms rated the fit \"uncertain,\" with only Google rating it \"good.\" The strongest reason to consider it is that Champion-branded pages repeatedly claim 24/7 emergency availability, live human phone answering, licensed and background-checked technicians, and stocked service vans (-5, -8, -6). The main limitation is identity and verification: the supplied official domain has displayed a \"may be for sale\"…","target_buyer":"A homeowner whose air conditioning has stopped working during a summer heat wave and needs it fixed the same day.","topic":{"base_category":"HVAC Installation and Repair","category_criteria":["response speed","24/7 availability","emergency service pricing","technician availability","parts on hand"],"geography":"United States","slug":"best-hvac-companies-for-emergency-same-day-ac-repair","title":"Best HVAC Companies for Emergency Same Day AC Repair","use_case":"emergency same day ac repair"}}