{"citations":{"source_mix":{"company_owned":3,"independent":46,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":43,"partial":6},"total_sources":50,"unique_domain_count":32},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Budget Solar Installation Companies for Cost-Conscious Homeowners","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","google","perplexity"],"predicate":"final_consensus_rank","qualifier":"budget cost conscious solar installation","subject":"Momentum Solar","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","deepseek","google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Momentum Solar","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Momentum Solar","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","anthropic","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Momentum Solar","unit":"platforms","value":6}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Momentum Solar","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/solar-panel-installation-and-energy-systems/budget-solar-installation/momentum-solar.json","page_url":"https://homeservicesconsensusindex.com/solar-panel-installation-and-energy-systems/budget-solar-installation/momentum-solar","report_type":"fit_review","study_id":"HSCI-STUDY-8036464BEED3","title":"Momentum Solar Review for Cost-Conscious Homeowners"},"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.","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":"2026-09-30 19:34:49.054274+00","research_date":"2026-09-30","source_snapshot_sha256":"2debfb052cf84262372b831662ea295b644ed1706e10fbf3759e7c2fe562eee2","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":24,"qualified_finalists":7,"ranking_unit":"Budget-focused solar installation company"},"schema_version":4,"summary":"Momentum Solar is a mixed fit for budget cost-conscious solar installation. Four of the seven platforms in this study named Momentum Solar during the ranking stage, and all four placed it mid-pack (average listed rank 5.5, best rank 4). The strongest reason to consider it is that it offers ownership-oriented cash purchase and solar loan paths with Tier-1 panel options and a publicly described 25-year equipment and workmanship warranty (-17, -3, grok:). The main limitation is that Momentum does not publish standard pricing, so its cost per watt cannot be verified before a sales conversation,…","target_buyer":"Price sensitive homeowner comparing cheapest reliable options","topic":{"base_category":"Solar Panel Installation and Energy Systems","category_criteria":["low upfront cost","cost per watt value","basic warranty adequacy","no hidden fees","value component brands"],"geography":"United States","slug":"best-budget-solar-installation-companies-for-cost-conscious-homeowners","title":"Best Budget Solar Installation Companies for Cost-Conscious Homeowners","use_case":"budget cost conscious solar installation"}}