{"citations":{"source_mix":{"company_owned":34,"independent":13,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":30,"partial":3},"total_sources":47,"unique_domain_count":16},"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 Roofing Companies for Full Roof Replacement","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-30","platform_support":["google","perplexity"],"predicate":"final_consensus_rank","qualifier":"Full roof replacement for aging roofs","subject":"Best Choice Roofing","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-30","platform_support":["google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Best Choice Roofing","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-30","platform_support":["anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Best Choice Roofing","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-30","platform_support":["openai","deepseek","grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Best Choice Roofing","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-30","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Best Choice Roofing","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"Best Choice Roofing","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/roofing-services/full-roof-replacement/best-choice-roofing.json","page_url":"https://homeservicesconsensusindex.com/roofing-services/full-roof-replacement/best-choice-roofing","report_type":"fit_review","study_id":"HSCI-STUDY-D8EEEEF915B5","title":"Best Choice Roofing Review for Full Roof Replacement"},"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 13:08:54.073022+00","research_date":"2026-09-30","source_snapshot_sha256":"8b45b2bfb0d9dfe816cc2e5896c7f3ac494830d8cba3202c67da39ca12f29aca","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":32,"qualified_finalists":10,"ranking_unit":"Roofing contractor or company brand"},"schema_version":4,"summary":"Best Choice Roofing is a mixed fit for a planned Full Roof Replacement on an aging roof. Two of the seven included platforms named it during the ranking stage, giving it a 28.6% share of included platform responses, an average listed rank of 5.0, and a best listed rank of 4. Its strongest advantage is a documented Owens Corning Platinum Preferred relationship that can unlock enhanced manufacturer warranty options on qualifying systems. The main limitation is that pricing, warranty specifics, and installation quality are not publicly standardized and appear to vary by local branch, so the…","target_buyer":"A homeowner whose roof is nearing the end of its useful life and is planning a complete tear-off and replacement rather than reacting to an emergency.","topic":{"base_category":"Roofing Services","category_criteria":["installation quality","warranty terms","material options","project timeline reliability","local reputation"],"geography":"United States","slug":"best-roofing-companies-for-full-roof-replacement","title":"Best Roofing Companies for Full Roof Replacement","use_case":"Full roof replacement for aging roofs"}}