{"citations":{"source_mix":{"company_owned":17,"independent":20,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":30,"partial":8},"total_sources":39,"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":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"cold climate snow load solar installation","subject":"All Energy Solar","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"All Energy Solar","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"All Energy Solar","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai","anthropic","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"All Energy Solar","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-01","platform_support":["grok","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"All Energy Solar","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.3333333333333335,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"All Energy Solar","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/solar-panel-installation-and-energy-systems/cold-climate-solar-installation/all-energy-solar.json","page_url":"https://homeservicesconsensusindex.com/solar-panel-installation-and-energy-systems/cold-climate-solar-installation/all-energy-solar","report_type":"fit_review","study_id":"HSCI-STUDY-DD68F58A4710","title":"All Energy Solar 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.","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 01:56:50.64811+00","research_date":"2026-10-01","source_snapshot_sha256":"ebfc70aa9bef03c99251555907bf1e4791d85075b3ccdaed996619adf46175bc","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":30,"qualified_finalists":9,"ranking_unit":"Cold climate solar installation company"},"schema_version":4,"summary":"All Energy Solar is a good — not conclusively proven — fit for cold climate snow load solar installation. Six of seven included platforms named it during the ranking stage (86% of included platform responses), at an average listed rank of 2.33 and a best rank of 1. Its strongest asset is regional cold-weather experience: a St. Paul, Minnesota headquarters, service since 2009, and stated snow-shedding and heavy-snow racking design. The main limitation is documentation: no reviewed public source discloses module snow-load ratings, racking brand or model, ASCE 7 calculations, or winter…","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"}}