{"citations":{"source_mix":{"company_owned":19,"independent":18,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":36,"partial":2},"total_sources":38,"unique_domain_count":19},"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 Tile and Slate Roofing Specialists","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["google","openai"],"predicate":"final_consensus_rank","qualifier":"Tile and slate roofing specialists","subject":"Huber & Associates","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Huber & Associates","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":"strong","subject":"Huber & Associates","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Huber & Associates","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":"Huber & Associates","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Huber & Associates","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/roofing-services/tile-and-slate-roofing-specialists/huber-associates.json","page_url":"https://homeservicesconsensusindex.com/roofing-services/tile-and-slate-roofing-specialists/huber-associates","report_type":"fit_review","study_id":"HSCI-STUDY-15163DFBC4B6","title":"Huber & Associates Review for Tile and slate roofing specialists"},"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 23:54:55.21195+00","research_date":"2026-09-30","source_snapshot_sha256":"8da340ee90952c8d1e5821779db9e6079a9e641b0b0a786405b4d20c03146507","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":39,"qualified_finalists":9,"ranking_unit":"Roofing contractor or company brand"},"schema_version":4,"summary":"Huber & Associates is a strong fit for a homeowner with a high-end architectural home who needs natural slate or clay tile installation, historic restoration, or brittle-material repair, subject to verification of pricing, licensing, and project-specific availability. Two of seven platforms named the company during the ranking stage, and it placed third on both. The strongest reason to consider it is company-published and third-party directory documentation of slate and clay tile specialization, including Ludowici Elite Crown Roofer certification and National Slate Association listing. The…","target_buyer":"A homeowner with a high-end architectural style who needs installation or repair of a tile or natural slate roof.","topic":{"base_category":"Roofing Services","category_criteria":["tile and slate installation expertise","structural load handling","aesthetic matching","specialty material sourcing","repair capability for brittle materials"],"geography":"United States","slug":"best-tile-and-slate-roofing-specialists","title":"Best Tile and Slate Roofing Specialists","use_case":"Tile and slate roofing specialists"}}