{"citations":{"source_mix":{"company_owned":22,"independent":16,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":8},"total_sources":40,"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":["deepseek","google","grok","openai"],"predicate":"final_consensus_rank","qualifier":"geothermal system installation","subject":"Dandelion Energy","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","google","grok","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Dandelion Energy","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","deepseek","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Dandelion Energy","unit":"platforms","value":6}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Dandelion Energy","platform_mentions":4,"platform_share":0.6666666666666666}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/geothermal-installation/dandelion-energy.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/geothermal-installation/dandelion-energy","report_type":"fit_review","study_id":"HSCI-STUDY-7BCBA8387022","title":"Dandelion Energy 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.","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 18:41:11.523743+00","research_date":"2026-09-30","source_snapshot_sha256":"28fdc5233445ed3822dfa469dfad2c7fe44d21001496296085c7ded79e84692a","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":38,"qualified_finalists":7,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Dandelion Energy is a good fit for a U.S. homeowner with land and budget who wants one company to design the ground loop, drill, and install a residential geothermal heat pump. Four of the six included platforms named Dandelion during ranking discovery, and all six rated it a \"good\" fit for this use case. The strongest reason to consider it is vertical integration: design, drilling, ground-loop installation, heat-pump provisioning, and commissioning under one provider . The main limitation is verification risk: installation pricing is quote-based, installer certification is not documented in…","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"}}