{"citations":{"source_mix":{"company_owned":29,"independent":11,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":35,"partial":5},"total_sources":40,"unique_domain_count":16},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Solar Shingle and Solar-Ready Roofing Installers","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-01","platform_support":["google","perplexity"],"predicate":"final_consensus_rank","qualifier":"Solar shingle and solar-ready roofing","subject":"3MG Roofing & Solar","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"3MG Roofing & Solar","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai","anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"3MG Roofing & Solar","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"3MG Roofing & Solar","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-01","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"3MG Roofing & Solar","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"3MG Roofing & Solar","platform_mentions":2,"platform_share":0.3333333333333333}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/roofing-services/solar-shingle-solar-ready-roofing/3mg-roofing-solar.json","page_url":"https://homeservicesconsensusindex.com/roofing-services/solar-shingle-solar-ready-roofing/3mg-roofing-solar","report_type":"fit_review","study_id":"HSCI-STUDY-940A382203F1","title":"3MG Roofing & Solar Review for Solar shingle and solar-ready roofing"},"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.","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":6,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Services Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","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 01:16:28.037422+00","research_date":"2026-10-01","source_snapshot_sha256":"b8222407c4a49470de6cf6ecd933b6ba96d01c7ae76b8815d3e85b4dfa9718d8","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":36,"qualified_finalists":9,"ranking_unit":"Roofing contractor or company brand"},"schema_version":4,"summary":"3MG Roofing & Solar is a good fit, with verification required, for Florida homeowners replacing a roof who want GAF Timberline Solar shingles installed by one contractor handling roofing, permitting, utility coordination, and solar installation. Two of six platforms named 3MG during the ranking stage, and it finished with an average listed rank of 2.0 and a best rank of 1. The strongest reason to consider it is its publicly stated GAF Timberline Solar capability combined with a single-contractor roof-plus-solar scope. The main limitation is that nearly all supporting evidence is…","target_buyer":"A homeowner replacing their roof who also wants to integrate solar shingles or ensure the new roof is properly prepared for solar panels.","topic":{"base_category":"Roofing Services","category_criteria":["solar shingle installation expertise","structural solar-readiness","coordination with solar equipment providers","energy production performance","warranty integration"],"geography":"United States","slug":"best-solar-shingle-and-solar-ready-roofing-installers","title":"Best Solar Shingle and Solar-Ready Roofing Installers","use_case":"Solar shingle and solar-ready roofing"}}