{"citations":{"source_mix":{"company_owned":13,"independent":6,"unclear":3},"sources_referenced_by_questions":0,"support_mix":{"direct":16,"partial":5},"total_sources":22,"unique_domain_count":12},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Roofing Companies for HOA and Multi-Family Large Scale Reroofing Projects","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-01","platform_support":["kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"HOA and multi-family large scale reroofing","subject":"Foremost Exteriors","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Foremost Exteriors","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Foremost Exteriors","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Foremost Exteriors","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Foremost Exteriors","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":"Foremost Exteriors","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/roofing-services/hoa-multi-family-large-scale-reroofing/foremost-exteriors.json","page_url":"https://homeservicesconsensusindex.com/roofing-services/hoa-multi-family-large-scale-reroofing/foremost-exteriors","report_type":"fit_review","study_id":"HSCI-STUDY-4D3FBAE5E4D1","title":"Foremost Exteriors Review for HOA and Multi-Family Large Scale Reroofing Projects"},"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":"2026-10-01 07:38:19.631785+00","research_date":"2026-10-01","source_snapshot_sha256":"f10da2c238d3a00283441eac63450fdcc06553f0fc44db070c0d081b6a969f08","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":46,"qualified_finalists":9,"ranking_unit":"Roofing contractor or company brand"},"schema_version":4,"summary":"Foremost Exteriors is a good fit for HOA and multi-family large-scale reroofing in the Twin Cities, Minnesota metro, where buyers value per-building pricing, phased scheduling, resident coordination, and reserve-study-ready documentation. Two of seven platforms named it during the ranking stage (kimi and perplexity), giving it a 28.6% share of included platform responses, an average listed rank of 4.0, and a best listed rank of 3. The strongest reason to consider it is its explicitly documented multi-building workflow: per-building proposals, photo records filed by building and unit,…","target_buyer":"An HOA board member or multi-family property manager coordinating a reroofing project across multiple units or buildings under a single contract.","topic":{"base_category":"Roofing Services","category_criteria":["large scale project management","bulk pricing and bidding process","phased scheduling to minimize resident disruption","consistent quality across units","contract and compliance documentation"],"geography":"United States","slug":"best-roofing-companies-for-hoa-and-multi-family-large-scale-reroofing-projects","title":"Best Roofing Companies for HOA and Multi-Family Large Scale Reroofing Projects","use_case":"HOA and multi-family large scale reroofing"}}