{"citations":{"source_mix":{"company_owned":26,"independent":16,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":37,"partial":4},"total_sources":42,"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":"Green Mountain Solar","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Green Mountain Solar","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Green Mountain Solar","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Green Mountain 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":"Green Mountain Solar","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-01","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Green Mountain Solar","unit":"platforms","value":1}],"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":4,"name":"Green Mountain 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/green-mountain-solar.json","page_url":"https://homeservicesconsensusindex.com/solar-panel-installation-and-energy-systems/cold-climate-solar-installation/green-mountain-solar","report_type":"fit_review","study_id":"HSCI-STUDY-6CB694F19E9F","title":"Green Mountain 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 02:00:36.442763+00","research_date":"2026-10-01","source_snapshot_sha256":"875602b1416f2653b230b43872f98e1793e690832fb43f8c09fd7a2d1d16ced5","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":30,"qualified_finalists":9,"ranking_unit":"Cold climate solar installation company"},"schema_version":4,"summary":"Green Mountain Solar is a good fit for cold climate snow load solar installation if the home is in Vermont and the buyer is willing to verify engineering details before signing. Two of seven platforms named it during the ranking stage, at an average listed rank of 3.5 and a best rank of 3. The strongest reason to consider it is a Vermont-only service footprint with a design process that company materials say accounts for annual snow accumulation, paired with battery backup and in-house service. The main limitation is that no reviewed public source documents racking snow-load ratings, panel…","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"}}