{"citations":{"source_mix":{"company_owned":24,"independent":16,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":27,"partial":13},"total_sources":41,"unique_domain_count":15},"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":["google","perplexity"],"predicate":"final_consensus_rank","qualifier":"full central system replacement","subject":"Service Experts","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["google","perplexity"],"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":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Service Experts","unit":"platforms","value":7}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Service Experts","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/full-system-replacement/service-experts.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/full-system-replacement/service-experts","report_type":"fit_review","study_id":"HSCI-STUDY-1C580FEB7B39","title":"Service Experts 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.","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 13:01:57.791746+00","research_date":"2026-09-30","source_snapshot_sha256":"a7f7d1d30824a9d4c95307be2e1b259be903d38e57bc42ac4a4f4bbdbfcc2da8","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":9,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Service Experts is a mixed fit for full central system replacement. Two of the seven platforms in this study named Service Experts during the ranking stage, and all seven that evaluated it rated the fit \"mixed.\" The strongest reason to consider it is the Service Experts Advantage Program, an advertised lease-style replacement with no money down, monthly payments advertised as low as $155, and claimed 100% parts-and-labor coverage . The main limitation is transparency: no national cash replacement price, no published labor-warranty term, no standardized equipment catalog, and no public…","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"}}