{"citations":{"source_mix":{"company_owned":21,"independent":14,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":30,"partial":6},"total_sources":36,"unique_domain_count":15},"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 Flat and Low Slope Roofing Contractors for Commercial Buildings","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["google","openai"],"predicate":"final_consensus_rank","qualifier":"Flat and low slope commercial roofing","subject":"Flynn Group of Companies","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Flynn Group of Companies","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Flynn Group of Companies","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Flynn Group of Companies","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Flynn Group of Companies","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-30","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Flynn Group of Companies","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":6,"name":"Flynn Group of Companies","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/roofing-services/flat-low-slope-commercial-roofing/flynn-group-of-companies.json","page_url":"https://homeservicesconsensusindex.com/roofing-services/flat-low-slope-commercial-roofing/flynn-group-of-companies","report_type":"fit_review","study_id":"HSCI-STUDY-3E6003AD2A41","title":"Flynn Group of Companies Review for Commercial Buildings"},"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 20:19:43.52331+00","research_date":"2026-09-30","source_snapshot_sha256":"6e010d6d7e2e28540897918c31ab817e24e97adcd7c88348b94d86de2eaecdd6","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":9,"ranking_unit":"Roofing contractor or company brand"},"schema_version":4,"summary":"Flynn Group of Companies is a good fit for flat and low-slope commercial roofing when the buyer needs a large contractor with documented single-ply and modified-bitumen capability, preventive maintenance, and 24/7 emergency response. Two of seven platforms named Flynn during the ranking stage (google, openai), where it averaged rank 4.0 and finished 6th overall. The strongest reason to consider Flynn is its breadth: company pages list built-up roofing, modified bitumen, and single-ply TPO, EPDM, and PVC, plus repair and maintenance programs (-4, ). The main limitation is transparency: no…","target_buyer":"A commercial property owner or manager who needs a flat or low-slope roof system installed or replaced on a business building.","topic":{"base_category":"Roofing Services","category_criteria":["commercial roofing systems expertise (TPO","EPDM","modified bitumen)","project management for large buildings","code compliance","warranty coverage","minimal business disruption"],"geography":"United States","slug":"best-flat-and-low-slope-roofing-contractors-for-commercial-buildings","title":"Best Flat and Low Slope Roofing Contractors for Commercial Buildings","use_case":"Flat and low slope commercial roofing"}}