AI Assistant, Copilot, Agent ROI Guidance

The author presents a mental model for distinguishing between AI assistants, copilots, and agents based on their behaviors and capabilities, arguing that understanding these differences is essential for achieving measurable business ROI. Assistants provide unprompted recommendations from business data, copilots answer questions and execute simple tasks when prompted, and agents reason through multi-step plans to achieve a single outcome autonomously. Additionally, the article outlines how orchestration technology coordinates these tools and highlights common deployment failure modes. Open article →