AI Assurance, Testing, and Auditing

CRAGE · 18 questions

• A city assurance lead briefs council on AI oversight. Which definition best captures AI assurance?
• A county builds an AI assurance program. Which mapping best reflects an assurance governance model?
• A 311 team plans pre-release tests for a multilingual chatbot. Which approach best reflects risk-based AI testing?
• Before an eligibility model go-live, what testing scope best fits housing-authority AI assurance?
• Transit reviews an ETA model used across corridors. Which assurance activity best addresses fairness?
• A water utility prepares a leak-prediction model for production. Which assurance practice best pairs validation with sustainment?
• Courts gate a GenAI clerks’ tool into pre-prod. Which assurance test type best belongs in that gate?
• A library prepares a public catalog GenAI launch. Which testing combination best fits public-facing assurance?
• Fire/EMS evaluates a dispatch-assist AI. Which testing approach best fits emergency workflow assurance?
• A public hospital district prepares for an AI audit. Which evidence set best supports assurance?
• An elections office assures voter-support AI. Which artifact best demonstrates audit traceability?
• An assessor’s office runs internal AI audits. Which practice best completes the assurance cycle?
• Parks leadership wants stronger oversight of camera analytics AI. Which audit approach best fits governance reporting?
• A city CAIO reviews an AI audit package. Which report content best supports executive governance decisions?
• County GRC reviews a permitting AI system. Which distinction best separates validation from verification?
• A utility sustains AI assurance after go-live. Which practice best keeps assurance current?
• 311 completes abuse testing on a resident chatbot. How should results enter the assurance file?
• Public works wants assurance practices to keep pace with rules and tooling. Which action best shows continuous improvement?