{"citations":{"source_mix":{"company_owned":32,"independent":11,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":29,"partial":3},"total_sources":44,"unique_domain_count":13},"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":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"cold climate snow load solar installation","subject":"MT Solar","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"MT Solar","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"MT Solar","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"MT Solar","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"MT Solar","unit":"platforms","value":1}],"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":"MT Solar","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/solar-panel-installation-and-energy-systems/cold-climate-solar-installation/mt-solar.json","page_url":"https://homeservicesconsensusindex.com/solar-panel-installation-and-energy-systems/cold-climate-solar-installation/mt-solar","report_type":"fit_review","study_id":"HSCI-STUDY-B82E58C02C53","title":"MT 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.","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":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 02:02:25.624113+00","research_date":"2026-10-01","source_snapshot_sha256":"67b22ae41a968c8b91539f05af07c78e248620d62c98a2de85663e86fceefb1d","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":30,"qualified_finalists":9,"ranking_unit":"Cold climate solar installation company"},"schema_version":4,"summary":"MT Solar is a good fit for cold climate snow load solar installation only if the buyer understands it is a pole-mount racking manufacturer, not a turnkey installer. Two of seven platforms named MT Solar during the ranking stage (deepseek, kimi), a 28.6% share, with an average listed rank of 4.5 and a best rank of 1. The strongest reason to consider it is site-specific snow and wind engineering: the AutoDesigner workflow uses location snow load, wind speed, exposure, module dimensions, and array configuration to generate a mount design and calculation packet . The main limitation is scope: MT…","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"}}