How is agentic AI different from RPA or workflow automation?

“RPA and workflow automation execute predefined steps deterministically. Agentic AI plans its own steps towards a goal and adapts to variable inputs — flexibility that comes with probabilistic behaviour, higher latency, and per-task inference cost. Deterministic automation therefore remains the right tool for stable, high-volume, or irreversible processes; agents earn their place where inputs and paths vary.”