{"citations":{"source_mix":{"company_owned":11,"independent":4,"unclear":3},"sources_referenced_by_questions":0,"support_mix":{"direct":6,"partial":7},"total_sources":18,"unique_domain_count":7},"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 Solar Companies for Switching Away from a Bad or Underperforming Installer","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"fixing a bad solar installation","subject":"Pennstar Solar","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Pennstar Solar","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Pennstar Solar","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Pennstar Solar","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Pennstar Solar","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Pennstar Solar","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/solar-panel-installation-and-energy-systems/bad-solar-installer-remediation/pennstar-solar.json","page_url":"https://homeservicesconsensusindex.com/solar-panel-installation-and-energy-systems/bad-solar-installer-remediation/pennstar-solar","report_type":"fit_review","study_id":"HSCI-STUDY-133C60B95181","title":"Pennstar Solar Review for Switching Away from a Bad or Underperforming Installer"},"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":"2026-09-30 23:32:21.440258+00","research_date":"2026-09-30","source_snapshot_sha256":"1f310650981c46dda32db62133c685cdfd42bfa50a5103786073cb4c45630bdf","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":45,"qualified_finalists":9,"ranking_unit":"Solar system remediation and repair company"},"schema_version":4,"summary":"Pennstar Solar is a good fit for fixing a bad solar installation if the home sits inside its Southeastern Pennsylvania service area. Two of seven platforms named it during the ranking stage (anthropic, kimi), both at rank 4, giving it a 28.6% share of included platform responses. Its strongest asset is an explicit orphaned-and-abandoned system repair offer that accepts systems installed by any company, backed by written diagnostics and a fixed quote before work begins. The main limitation is geography: service is limited to Montgomery, Delaware, Bucks, and Chester counties plus Philadelphia,…","target_buyer":"Homeowner dissatisfied with a prior solar installer","topic":{"base_category":"Solar Panel Installation and Energy Systems","category_criteria":["system troubleshooting expertise","willingness to service other companies work","reputation for fixing problems","transparent diagnostics","warranty honoring"],"geography":"United States","slug":"best-solar-companies-for-switching-away-from-a-bad-or-underperforming-installer","title":"Best Solar Companies for Switching Away from a Bad or Underperforming Installer","use_case":"fixing a bad solar installation"}}