{"citations":{"source_mix":{"company_owned":16,"independent":4,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":0},"total_sources":20,"unique_domain_count":6},"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":["kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"geothermal system installation","subject":"Geothermal Finder","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Geothermal Finder","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Geothermal Finder","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Geothermal Finder","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":7,"best_rank":7,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Geothermal Finder","platform_mentions":2,"platform_share":0.3333333333333333}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/geothermal-installation/geothermal-finder.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/geothermal-installation/geothermal-finder","report_type":"fit_review","study_id":"HSCI-STUDY-5B20EB721DDB","title":"Geothermal Finder 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 18:51:05.232263+00","research_date":"2026-09-30","source_snapshot_sha256":"0b90c337140d0d0f6865430cede99b2df95d4bcf69ac82b0c44fd2a20101ba4e","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":38,"qualified_finalists":7,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Geothermal Finder is a mixed fit for geothermal system installation. It is a free directory and quote-matching service, not an installer, so it cannot design a ground loop, coordinate drilling or excavation, or guarantee long-term efficiency. Two of the six included platforms named it during the ranking stage (kimi and perplexity), both at rank 7, giving it a 33.3% share of included platform responses. Its strongest use is building a shortlist of local geothermal contractors and screening for claimed IGSHPA credentials. The main limitation is that listing presence, a license record, or an…","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"}}