{"citations":{"source_mix":{"company_owned":30,"independent":13,"unclear":4},"sources_referenced_by_questions":0,"support_mix":{"direct":39,"partial":7},"total_sources":47,"unique_domain_count":18},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Solar Companies for Snow and Cold Climate Regions","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-01","platform_support":["google","openai"],"predicate":"final_consensus_rank","qualifier":"cold climate snow load solar installation","subject":"ReVision Energy","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"ReVision Energy","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"ReVision Energy","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai","anthropic","deepseek","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"ReVision Energy","unit":"platforms","value":6}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"ReVision Energy","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/solar-panel-installation-and-energy-systems/cold-climate-solar-installation/revision-energy.json","page_url":"https://homeservicesconsensusindex.com/solar-panel-installation-and-energy-systems/cold-climate-solar-installation/revision-energy","report_type":"fit_review","study_id":"HSCI-STUDY-3C075742BCE3","title":"ReVision Energy Review for Snow and Cold Climate Regions"},"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":"2026-10-01 01:52:28.099165+00","research_date":"2026-10-01","source_snapshot_sha256":"cd1126bcb40c2517bc8bdb5ffba15f9d2be54fc54af59a2aa870854c7a1c671b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":30,"qualified_finalists":9,"ranking_unit":"Cold climate solar installation company"},"schema_version":4,"summary":"ReVision Energy is a good fit for cold climate snow load solar installation, but with a verification condition. Two of the seven platforms in this study named ReVision Energy during the ranking stage, and both ranked it first, giving it the strongest average listed rank (1.0) of any entity in the study. Its strongest reason to consider it is deep New England cold-climate experience: 20+ years operating in Maine, New Hampshire, Massachusetts, and Vermont, in-house engineering, and explicit snow-shedding guidance. The main limitation is that ReVision Energy does not publicly publish snow-load…","target_buyer":"Homeowner in cold, snowy climate regions","topic":{"base_category":"Solar Panel Installation and Energy Systems","category_criteria":["snow load rated racking","cold weather panel performance","snow shedding design","winter production optimization","regional experience"],"geography":"United States","slug":"best-solar-companies-for-snow-and-cold-climate-regions","title":"Best Solar Companies for Snow and Cold Climate Regions","use_case":"cold climate snow load solar installation"}}