The prompts, models and other parts of the AI agent will be treated like code and any changes can impact a process or pipeline. It will be important to make it easy for firms to test new models before adopting them. Likewise, someone could easily make a prompt change and the old version would be gone. Either versioning, source control, especially recording which model was previously used will be helpful with extraction use cases.