{"citations":{"source_mix":{"company_owned":16,"independent":13,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":24,"partial":5},"total_sources":29,"unique_domain_count":18},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-01","predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Roofing Companies for Wildfire-Resistant Fire-Rated Roofing","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek","google","kimi"],"predicate":"final_consensus_rank","qualifier":"Wildfire resistant fire rated roofing","subject":"Top Armor Roofing","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek","google","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Top Armor Roofing","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.3333333333333335,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Top Armor Roofing","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/roofing-services/wildfire-resistant-fire-rated-roofing/top-armor-roofing.json","page_url":"https://homeservicesconsensusindex.com/roofing-services/wildfire-resistant-fire-rated-roofing/top-armor-roofing","report_type":"fit_review","study_id":"HSCI-STUDY-3637207690C9","title":"Top Armor Roofing Review for Wildfire-Resistant Fire-Rated Roofing"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","6 of 7 included platforms returned a usable fit assessment; disclose this as a methodology limitation and do not describe the fit findings as unanimous, 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":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Services Consensus Index cross-platform AI consensus analysis","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 06:02:38.955029+00","research_date":"2026-10-01","source_snapshot_sha256":"14b57442599f72528d4d10b2a5bd839cb4d9246462b7215ec07f4e8c5217c5c9","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":32,"qualified_finalists":10,"ranking_unit":"Roofing contractor or company brand"},"schema_version":4,"summary":"Top Armor Roofing is a reasonable fit for homeowners inside its Southern California service area who need a documented Class A roof assembly for wildfire-zone insurance or code compliance, but it is not a verified fit for buyers who need independently published assembly listings before signing. Three of seven included platforms named Top Armor Roofing during the ranking stage, and six of seven returned a usable fit assessment. The strongest reason to consider it is its explicit focus on documented Class A assemblies, WUI and Chapter 7A positioning, and insurer-facing closeout paperwork. The…","target_buyer":"A homeowner in a wildfire risk zone who needs a fire-rated roof to meet insurance requirements or local defensible space codes.","topic":{"base_category":"Roofing Services","category_criteria":["Class A fire rated material expertise","wildfire code compliance","ember-resistant venting integration","insurance eligibility support","regional wildfire zone experience"],"geography":"United States","slug":"best-roofing-companies-for-wildfire-resistant-fire-rated-roofing","title":"Best Roofing Companies for Wildfire-Resistant Fire-Rated Roofing","use_case":"Wildfire resistant fire rated roofing"}}