{"citations":{"source_mix":{"company_owned":19,"independent":6,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":25,"partial":2},"total_sources":27,"unique_domain_count":14},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Exterior House Painting Companies for Whole-Home Repaints","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"exterior house painting","subject":"Oakhurst Exteriors","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Oakhurst Exteriors","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Oakhurst Exteriors","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Oakhurst Exteriors","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Oakhurst Exteriors","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Oakhurst Exteriors","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/exterior-house-painting/oakhurst-exteriors.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/exterior-house-painting/oakhurst-exteriors","report_type":"fit_review","study_id":"HICI-STUDY-9129387C0F08","title":"Oakhurst Exteriors Review for Whole-Home Repaints"},"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 Improvement 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":"2026-10-02 14:53:03.914308+00","research_date":"2026-10-02","source_snapshot_sha256":"998839b03923b01ef690882e6d22b166d11d454dd73ae85520a741759977da1a","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":9,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Oakhurst Exteriors is a good fit for whole-home exterior repainting, but only for homeowners inside its Metro Atlanta service area. Two of the seven platforms in this study named it during ranking discovery, at rank 4 on both, giving it a 28.6% share of included platform responses and an average listed rank of 4.0. The strongest reason to consider it is a publicly described preparation package — pressure washing, scraping, caulking, sanding, spot-priming, wood-rot replacement, and two finish coats — backed by a written 3-year workmanship warranty. The main limitation is verification:…","target_buyer":"A homeowner repainting the full exterior, where surface preparation and coating system decide how long it lasts.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["surface preparation depth","coating system selection","prep of failing substrates","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-exterior-house-painting-companies-for-whole-home-repaints","title":"Best Exterior House Painting Companies for Whole-Home Repaints","use_case":"exterior house painting"}}