{"citations":{"source_mix":{"company_owned":9,"independent":9,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":15,"partial":4},"total_sources":19,"unique_domain_count":9},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-30","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","openai"],"predicate":"final_consensus_rank","qualifier":"geothermal system installation","subject":"Excel Geothermal","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Excel Geothermal","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Excel Geothermal","platform_mentions":2,"platform_share":0.3333333333333333}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/geothermal-installation/excel-geothermal.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/geothermal-installation/excel-geothermal","report_type":"fit_review","study_id":"HSCI-STUDY-82DE4AD10D8A","title":"Excel 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.","5 of 6 included platforms returned a usable fit assessment; disclose this as a methodology limitation and do not describe the fit findings as unanimous, 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.","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_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 18:51:58.807925+00","research_date":"2026-09-30","source_snapshot_sha256":"886caaf7c20197056da21095f22f887ccae5138c170534dbb62f51d51311ce60","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":38,"qualified_finalists":7,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Excel Geothermal is a good fit for a Dallas–Fort Worth homeowner who wants one vertically integrated contractor to design, drill, install, and commission a residential geothermal system. Two of six included platforms named it during ranking discovery, and five of six returned a usable fit assessment. The strongest reason to consider it is its claimed in-house drilling and loop installation, which removes the driller-versus-HVAC coordination risk that defines most residential geothermal projects. The main limitation is verification: no contractual energy-savings guarantee, no published…","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"}}