{"citations":{"source_mix":{"company_owned":23,"independent":30,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":36,"partial":18},"total_sources":55,"unique_domain_count":32},"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 Full System Replacement","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","grok"],"predicate":"final_consensus_rank","qualifier":"full central system replacement","subject":"Rheem","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","grok"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Rheem","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","anthropic","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Rheem","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Rheem","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Rheem","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/full-system-replacement/rheem.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/full-system-replacement/rheem","report_type":"fit_review","study_id":"HSCI-STUDY-EA17CB9F61FC","title":"Rheem Review for Full System Replacement"},"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.","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 12:53:39.74013+00","research_date":"2026-09-30","source_snapshot_sha256":"b78bbc4bc563916e96366eafe8d4547d4fc8d8b2fb962ced3bcedefd6dc901b6","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":9,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Rheem is a good, dealer-dependent fit for full central system replacement. Three of the seven platforms in this study named Rheem during the ranking stage (anthropic, deepseek, grok), where it averaged rank 5.0 with a best rank of 4. The strongest reason to consider it is the Endeavor portfolio's breadth — Prestige, Classic Plus, and Classic tiers with registered 10-year conditional parts coverage and R-454B refrigerant compliance. The main limitation is that Rheem does not install or price the system: sizing accuracy, workmanship, labor coverage, and cost transparency depend entirely on the…","target_buyer":"A homeowner whose central heating and cooling system is over 10 years old and failing or nearing end of life and needs a complete new system installed.","topic":{"base_category":"HVAC Installation and Repair","category_criteria":["installation quality","system sizing accuracy","warranty coverage","pricing transparency","brand equipment options"],"geography":"United States","slug":"best-hvac-companies-for-full-system-replacement","title":"Best HVAC Companies for Full System Replacement","use_case":"full central system replacement"}}