{"citations":{"source_mix":{"company_owned":44,"independent":31,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":67,"partial":8},"total_sources":75,"unique_domain_count":22},"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":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"exterior house painting","subject":"CertaPro Painters","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"CertaPro Painters","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"CertaPro Painters","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"CertaPro Painters","unit":"platforms","value":5}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"CertaPro Painters","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/exterior-house-painting/certapro-painters.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/exterior-house-painting/certapro-painters","report_type":"fit_review","study_id":"HICI-STUDY-18AAC8D64C9F","title":"CertaPro Painters 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.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","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 14:40:51.191322+00","research_date":"2026-10-02","source_snapshot_sha256":"9651d4209117422a2affdf142ae70f5ebf988d3f3f33e8f2f48ba2538e84ca81","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":9,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"CertaPro Painters is a mixed-to-good fit for a whole-home exterior repaint, depending almost entirely on the local franchise. Six of seven platforms named CertaPro during the ranking stage, and it finished first overall with an average listed rank of 3.0 and a best rank of 1. The strongest reason to consider it is a documented exterior process covering washing, scraping, sanding, caulking, priming, and coating selection, backed by an advertised Two-Year Limited Warranty. The main limitation is that CertaPro is franchisee-delivered: preparation depth, repair scope, crew quality, pricing, and…","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"}}