{"citations":{"source_mix":{"company_owned":16,"independent":13,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":22,"partial":7},"total_sources":29,"unique_domain_count":10},"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","openai"],"predicate":"final_consensus_rank","qualifier":"geothermal system installation","subject":"WaterFurnace GeoPro dealer selected through the residential dealer locator","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"WaterFurnace GeoPro dealer selected through the residential dealer locator","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"WaterFurnace GeoPro dealer selected through the residential dealer locator","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","deepseek","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"WaterFurnace GeoPro dealer selected through the residential dealer locator","unit":"platforms","value":5}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"WaterFurnace GeoPro dealer selected through the residential dealer locator","platform_mentions":2,"platform_share":0.3333333333333333}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/geothermal-installation/waterfurnace-geopro-dealer-selected-through-the-residential-dealer-locator.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/geothermal-installation/waterfurnace-geopro-dealer-selected-through-the-residential-dealer-locator","report_type":"fit_review","study_id":"HSCI-STUDY-9FA67253DF0E","title":"WaterFurnace GeoPro dealer selected through the residential dealer locator 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 18:49:11.827192+00","research_date":"2026-09-30","source_snapshot_sha256":"fd637faa44deaa00edd8b21a024a4658ea4cb91bc0592d430359234db323d25b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":38,"qualified_finalists":7,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"The WaterFurnace GeoPro dealer selected through the residential dealer locator is a good conditional fit for geothermal system installation, not a guaranteed one. Two of the six platforms that produced fit research named this entity during the ranking stage — DeepSeek (rank 1) and OpenAI (rank 8) — giving it a 33.3% share of included platform responses and an average listed rank of 4.5. The strongest reason to consider it is that GeoPro status requires recent WaterFurnace training, installation experience, sales volume, and IGSHPA-related recognition . The main limitation is that the buyer…","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"}}