{"citations":{"source_mix":{"company_owned":24,"independent":10,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":27,"partial":7},"total_sources":34,"unique_domain_count":11},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Geothermal HVAC Installation Companies","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["grok","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"geothermal system installation","subject":"Ground Loop Heating and Air Conditioning","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["grok","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Ground Loop Heating and Air Conditioning","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Ground Loop Heating and Air Conditioning","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Ground Loop Heating and Air Conditioning","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Ground Loop Heating and Air Conditioning","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-30","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Ground Loop Heating and Air Conditioning","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.6666666666666665,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Ground Loop Heating and Air Conditioning","platform_mentions":3,"platform_share":0.5}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/geothermal-installation/ground-loop-heating-and-air-conditioning.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/geothermal-installation/ground-loop-heating-and-air-conditioning","report_type":"fit_review","study_id":"HSCI-STUDY-DCCB387D0DE2","title":"Ground Loop Heating and Air Conditioning Review for geothermal system installation"},"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":6,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Services Consensus Index cross-platform AI consensus analysis","platforms_included":["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 18:44:09.245406+00","research_date":"2026-09-30","source_snapshot_sha256":"7aac1a19950886c79db10e1c3f5bd4ac8adddc745c185e8174668b7c240505ab","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":38,"qualified_finalists":7,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Ground Loop Heating and Air Conditioning is a good fit for geothermal system installation if the property sits inside its Maryland-centered service territory and the buyer accepts that pricing, warranty terms, and performance guarantees must be negotiated and verified rather than read off a public price list. Three of the six platforms that evaluated fit named the company during ranking discovery, at an average listed rank of 2.67 and a best rank of 1. The strongest reason to consider it is documented residential geothermal specialization: loop design, Manual J sizing, drilling and permit…","target_buyer":"A homeowner with sufficient land and budget who wants to install a geothermal heat pump system for long-term energy savings.","topic":{"base_category":"HVAC Installation and Repair","category_criteria":["ground loop design expertise","drilling and excavation coordination","long-term efficiency guarantees","certification in geothermal systems"],"geography":"United States","slug":"best-geothermal-hvac-installation-companies","title":"Best Geothermal HVAC Installation Companies","use_case":"geothermal system installation"}}