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The configured source value 7 is provenance only and must never be described as the number of platforms studied.","The finalrankingtable is the sole authority for rank, platform mentions, platform share, average rank, and best rank. Ignore any conflicting value embedded in a entity evidence bundle.","The Consensus Ranking table must contain exactly one row per finalrankingtable entity, in that order, using that exact entityname. Never split one ranked entity into two product, model, SKU, or product-line rows, and never add another ranking row for a brand already listed. Put recommended products or plans inside that entity's ranked section.","Platform mentions count only ranking-discovery mentions. Do not substitute the number of platforms that later completed a fit assessment.","Citation IDs inside each entity bundle are local to that entity. Consolidate sources by URL using the supplied source catalog.","The URLs were collected from platform responses and were not independently validated by either writer stage.","Each fitreviewurlorplaceholder is the final site-relative CMS path for that entity's review. Link the entity name to that exact path exactly once in its ranked prose section, outside tables and headings. Never replace it with a run ID, report ID, UUID, or local output path.","Use the exact entity-namespaced citation IDs from the source catalog (e.g. e1:); never transfer a citation between entities."],"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 14:05:12.491795+00","research_date":"2026-09-30","source_snapshot_sha256":"25571417d97363026bedfa83745a085779b36e8a26598fb2e71f093e5414618e","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":7,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"One Hour Heating & Air Conditioning is the consensus leader for emergency same-day AC repair, named by 6 of 7 platforms (85.7%) with an average listed position of 3.33 and a best position of 1. AC Emergency (Aire Serv) is the strongest alternative for buyers who want no after-hours premium at participating locations, and Smart Home Air & Heat is the strongest alternative for buyers inside its Orlando service radius who want a published 90-minute arrival guarantee. This study covered 7 AI platforms and 35 unique entities, of which 7 qualified by being named by at least two platforms. The…","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"}}