ControlFlow emerges as an open-source Python framework that revolutionizes the infusion of large language models (LLMs) into orchestrated, task-specific workflows. Leveraging Prefect's workflow orchestration capabilities, it allows users to delineate tasks, delegate them to adept AI agents, and seamlessly govern the execution sequence. Such methodology augments oversight of AI agents, mitigates errors, and elevates efficiency in AI-driven task operations.