AI systems will likely undergo several redesigns and update cycles during their lifetime. Designing and implementing an effective version control system integrated with the AI governance framework processes is crucial.
The AI System Owner should ensure that the organization defines, documents, and entrenches
1) quality control processes for new versions and updates and
1) version control and approval workflows.
The AI System Owner should ensure that the AI system version control design aligns with the organization’s values and risk tolerance.