{"citations":{"source_mix":{"company_owned":18,"independent":14,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":25,"partial":9},"total_sources":34,"unique_domain_count":19},"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":"SunPol Solar","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"SunPol Solar","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"SunPol Solar","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"SunPol Solar","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"SunPol Solar","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"SunPol 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/sunpol-solar.json","page_url":"https://homeservicesconsensusindex.com/solar-panel-installation-and-energy-systems/cold-climate-solar-installation/sunpol-solar","report_type":"fit_review","study_id":"HSCI-STUDY-A57E4BEF9FE7","title":"SunPol 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.","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 02:04:31.366416+00","research_date":"2026-10-01","source_snapshot_sha256":"41fe812375d567b4a65f72396eaf98490ebe9235e8b464db38f09da0a6c4644f","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":30,"qualified_finalists":9,"ranking_unit":"Cold climate solar installation company"},"schema_version":4,"summary":"SunPol Solar is a mixed-to-good fit for cold climate snow load solar installation, depending on how much documentation a buyer requires before signing. Two of seven platforms named SunPol during the ranking stage (deepseek and kimi), where it averaged rank 3.5 and peaked at rank 3. The strongest reason to consider it is its company-stated use of Tier 1 panels rated 5,400+ Pa for snow and wind loads paired with microinverters, plus Connecticut-focused service. The main limitation is that no reviewed source publicly documents the racking manufacturer, site-specific structural engineering,…","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"}}