{"citations":{"source_mix":{"company_owned":28,"independent":11,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":38,"partial":1},"total_sources":39,"unique_domain_count":15},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best National HVAC Franchise Brands with Standardized Warranty Backed Installs","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","grok","kimi"],"predicate":"final_consensus_rank","qualifier":"national franchise warranty backed installs","subject":"Aire Serv","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Aire Serv","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai","anthropic","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Aire Serv","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Aire Serv","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.2,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Aire Serv","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/national-franchise-warranty-backed-installs/aire-serv.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/national-franchise-warranty-backed-installs/aire-serv","report_type":"fit_review","study_id":"HSCI-STUDY-566B714446E3","title":"Aire Serv Review for national franchise warranty backed installs"},"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":"2026-10-01 04:16:40.509609+00","research_date":"2026-10-01","source_snapshot_sha256":"99faf04f3e07c77896db48903d1f3dacf83daf2c5c25940a299d6a8196f9882a","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":28,"qualified_finalists":3,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Aire Serv is a good, but not unqualified, fit for a homeowner who wants a recognized national HVAC franchise with standardized service expectations and a written workmanship promise for national franchise warranty backed installs. Five of the seven included platforms named Aire Serv during the ranking stage, with an average listed rank of 2.2 and a best rank of 2. The strongest reason to consider it is the combination of a roughly 200-location U.S. network, published brand standards, and the Neighborly Done Right Promise. The main limitation is that this promise is a limited, 60-day…","target_buyer":"A homeowner who specifically wants the consistency, accountability, and warranty backing of a recognized national HVAC franchise brand over a local independent.","topic":{"base_category":"HVAC Installation and Repair","category_criteria":["brand consistency across locations","warranty terms and backing","customer service standardization","nationwide availability"],"geography":"United States","slug":"best-national-hvac-franchise-brands-with-standardized-warranty-backed-installs","title":"Best National HVAC Franchise Brands with Standardized Warranty Backed Installs","use_case":"national franchise warranty backed installs"}}