{"citations":{"source_mix":{"company_owned":20,"independent":20,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":26,"partial":13},"total_sources":40,"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":["deepseek","openai"],"predicate":"final_consensus_rank","qualifier":"exterior house painting","subject":"Fresh Coat Painters","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Fresh Coat Painters","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Fresh Coat Painters","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Fresh Coat Painters","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Fresh Coat Painters","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":8,"name":"Fresh Coat Painters","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/exterior-house-painting/fresh-coat-painters.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/exterior-house-painting/fresh-coat-painters","report_type":"fit_review","study_id":"HICI-STUDY-6EA01EFE8FE1","title":"Fresh Coat 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.","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 14:54:38.274806+00","research_date":"2026-10-02","source_snapshot_sha256":"b9aab45bd9d3d248180b330f897010d17c7fba5120468aa0f3c8708c5d2be609","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":9,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Fresh Coat Painters is a mixed fit for a homeowner repainting a full exterior where surface preparation and coating system decide how long it lasts. Two of the seven platforms in this study named Fresh Coat Painters during the ranking stage — a 28.6% share of included platform responses — at an average listed rank of 5.0 and a best listed rank of 4. The strongest reason to consider it is a relevant, locally delivered exterior repaint service with publicly stated preparation, pressure washing, premium-product positioning, upfront quoting, and a written limited warranty. The main limitation is…","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"}}