{"citations":{"source_mix":{"company_owned":24,"independent":6,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":16,"partial":5},"total_sources":31,"unique_domain_count":11},"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 Metal Roofing Installation Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","openai"],"predicate":"final_consensus_rank","qualifier":"Metal roofing installation","subject":"ATAS Authorized Installer Network","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"ATAS Authorized Installer Network","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"ATAS Authorized Installer Network","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"ATAS Authorized Installer Network","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"ATAS Authorized Installer Network","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"ATAS Authorized Installer Network","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/roofing-services/metal-roofing-installation/atas-authorized-installer-network.json","page_url":"https://homeservicesconsensusindex.com/roofing-services/metal-roofing-installation/atas-authorized-installer-network","report_type":"fit_review","study_id":"HSCI-STUDY-9D99EBDF5BF1","title":"ATAS Authorized Installer Network Review for Metal roofing installation"},"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.","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 22:56:01.39205+00","research_date":"2026-09-30","source_snapshot_sha256":"08c649797c17bd329c55e7759b600e3b5bfa11bc9f832c9c0eb84d1a97c331fa","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":45,"qualified_finalists":8,"ranking_unit":"Roofing contractor or company brand"},"schema_version":4,"summary":"ATAS Authorized Installer Network is a good fit for a homeowner who specifically wants an ATAS standing-seam metal roof and is willing to vet a local independent installer, but it is not a single installing company. Two of the seven platforms that evaluated fit named ATAS Authorized Installer Network during the ranking stage (deepseek, openai), placing it at an average listed rank of 4.0 and a best rank of 3. The strongest reason to consider it is ATAS's metal-specific standing-seam product line (Dutch Seam, Field-Lok) paired with manufacturer warranty programs tied to authorized installers.…","target_buyer":"A homeowner choosing to install a standing seam or metal panel roof instead of traditional asphalt shingles for durability and efficiency.","topic":{"base_category":"Roofing Services","category_criteria":["metal roofing specialization","material sourcing","seam and fastening quality","energy efficiency benefits","warranty on metal systems"],"geography":"United States","slug":"best-metal-roofing-installation-companies","title":"Best Metal Roofing Installation Companies","use_case":"Metal roofing installation"}}