{"citations":{"source_mix":{"company_owned":9,"independent":12,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":21,"partial":1},"total_sources":23,"unique_domain_count":16},"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":["google","openai"],"predicate":"final_consensus_rank","qualifier":"geothermal system installation","subject":"Midwest Geothermal","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["google","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Midwest Geothermal","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Midwest Geothermal","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Midwest Geothermal","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Midwest Geothermal","platform_mentions":2,"platform_share":0.3333333333333333}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/geothermal-installation/midwest-geothermal.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/geothermal-installation/midwest-geothermal","report_type":"fit_review","study_id":"HSCI-STUDY-CFD901FE8BEC","title":"Midwest Geothermal 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.","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":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 18:41:34.62262+00","research_date":"2026-09-30","source_snapshot_sha256":"b536058eff2e39d0b76f0a4c884d4deb592347e5a265c79f0037541e21c1726b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":38,"qualified_finalists":7,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Midwest Geothermal is a good fit for geothermal system installation if you want a specialist to design and build the underground ground loop and you can arrange the indoor heat pump work separately. Two of six platforms named it during the ranking stage, at an average listed rank of 2.0 and a best rank of 2. Its strongest asset is documented ground-loop engineering depth: in-house drilling, excavation, pipe fusion, and commissioning, plus leadership ties to IGSHPA . The main limitation is scope: the company says it works with your existing HVAC provider for the interior portion, so \"turnkey\"…","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"}}