What are AI agentic workflows?
An agentic workflow is an automation where at least one step is handed to an AI agent that decides what to do. The trigger, the branching and the final write can stay exactly as they are in Zapier, Make or n8n. Agentic is a property of a step, not of a whole tool.
What makes a workflow agentic
Every step in a Zapier Zap or a Make scenario does what you told it to do. An agentic workflow hands one or more of those steps to an agent: you give it a goal and a set of tools, and it picks which to use and in what order. Anthropic draws the same line: workflows run predefined paths, agents direct their own process and tool use.
What it looks like in your builder
n8n makes the hybrid literal. Its AI Agent node sits inside an ordinary workflow behind a normal trigger, with tool sub-nodes it can choose from. Make splits by step type: steps that "just need doing" stay scenarios, steps that "need thinking" become agents, with a Reasoning panel showing every decision. Zapier went the other way, shipping Agents as a separate product across 9,000+ apps rather than a node inside a Zap.
The part that bites
An agentic step will not always do the same thing twice. Same email in, different output out. That is the point when the input is a messy inbound message, and a problem when the step sends the reply. Keep the irreversible action (the send, the refund, the record overwrite) as a fixed step behind an approval, and let the agent own the judgment in front of it.
For non-technical builders
Find the step in your automation that breaks when input arrives in an unexpected shape. That is the candidate.
Last updated: Aug 15, 2026