{"citations":{"source_mix":{"company_owned":14,"independent":9,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":16,"partial":7},"total_sources":23,"unique_domain_count":10},"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":["anthropic","grok"],"predicate":"final_consensus_rank","qualifier":"Metal roofing installation","subject":"Tri-Link Contracting Services","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","grok"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Tri-Link Contracting Services","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Tri-Link Contracting Services","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Tri-Link Contracting Services","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Tri-Link Contracting Services","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Tri-Link Contracting Services","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/roofing-services/metal-roofing-installation/tri-link-contracting-services.json","page_url":"https://homeservicesconsensusindex.com/roofing-services/metal-roofing-installation/tri-link-contracting-services","report_type":"fit_review","study_id":"HSCI-STUDY-435CD6B834CF","title":"Tri-Link Contracting Services 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.","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 22:49:58.672663+00","research_date":"2026-09-30","source_snapshot_sha256":"bb6d8e6de1623021d3ca2691653280dcab7af08bb7fa5824b92826535ccfc1c0","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":45,"qualified_finalists":8,"ranking_unit":"Roofing contractor or company brand"},"schema_version":4,"summary":"Tri-Link Contracting Services is a good, but not fully verified, fit for Metal roofing installation — specifically standing seam metal roofs — for homeowners inside its tri-state service area of Pennsylvania, West Virginia, and Ohio. Two of seven platforms named Tri-Link during the ranking stage (anthropic, grok), placing it at an average listed rank of 1.5 and a best rank of 1. The strongest reason to consider it is that it explicitly advertises standing seam metal roof installation backed by a 25-year workmanship or Trust Warranty (, -6). The main limitation is that panel manufacturer,…","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"}}