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What is an Agentic Workflow?

An agentic workflow is a process in which an AI agent makes decisions at each step — choosing tools, routes, and actions without step-by-step human direction.

How it differs from automation

Automation follows a fixed path; an agentic workflow decides the path.

That decision-making includes spending decisions.

Why it matters for cost

The agent chooses which tools to call — and each choice can be a purchase.

A workflow that 'decides' 100 times can spend 100 times.

The control

Budget the decisions: caps, allowlists, and approvals apply at each step.

FAQ

Is every agentic workflow a spend risk?

Only if the agent can spend — but tool access makes that most workflows.

How do you govern one?

The same way you govern any side-effecting system: external gates on the money path.

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