{"citations":{"source_mix":{"company_owned":13,"independent":11,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":18,"partial":5},"total_sources":24,"unique_domain_count":13},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best HVAC Companies for New Home Construction","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","grok","kimi"],"predicate":"final_consensus_rank","qualifier":"new home construction hvac","subject":"Experts Heating & Cooling Inc.","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Experts Heating & Cooling Inc.","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Experts Heating & Cooling Inc.","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","grok","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Experts Heating & Cooling Inc.","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6.333333333333333,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Experts Heating & Cooling Inc.","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/hvac-installation-and-repair/new-home-construction-hvac/experts-heating-cooling-inc.json","page_url":"https://homeservicesconsensusindex.com/hvac-installation-and-repair/new-home-construction-hvac/experts-heating-cooling-inc","report_type":"fit_review","study_id":"HSCI-STUDY-6E3E4B1AD1CA","title":"Experts Heating & Cooling Inc Review for New Home Construction"},"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":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Services Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","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 21:19:08.129316+00","research_date":"2026-09-30","source_snapshot_sha256":"bce8ed33e117db061854b28b39a5f130b947a71ade0772f7784926f609c3d056","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":52,"qualified_finalists":4,"ranking_unit":"HVAC contractor or company brand"},"schema_version":4,"summary":"Experts Heating & Cooling Inc. is a reasonable fit for New Home Construction HVAC if the build is inside its Southwest Washington and Columbia River Gorge service territory. Three of seven platforms named the company during the ranking stage, and four of seven rated it a \"good\" fit while three rated it \"uncertain.\" The strongest reason to consider it is a dedicated custom-home new-construction offering that invites builders to submit plans and timelines, with a documented four-step process running from planning through commissioning (, -1, google:expertsnewconstruction). The main limitation…","target_buyer":"A home builder or homeowner building a new house who needs the HVAC system designed and installed from scratch as part of construction.","topic":{"base_category":"HVAC Installation and Repair","category_criteria":["new construction design collaboration","builder relationship experience","code compliance","load calculation accuracy"],"geography":"United States","slug":"best-hvac-companies-for-new-home-construction","title":"Best HVAC Companies for New Home Construction","use_case":"new home construction hvac"}}