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Agent Autonomy Levels

Autonomy is a spectrum — from a chatbot with tools to a long-horizon agent running unattended. Spend risk scales with autonomy.

The spectrum

Level 1 — Tool-assisted assistant: human in the loop for every action.

Level 2 — Routed workflow: agent acts within a fixed process.

Level 3 — Autonomous task: agent runs a task end-to-end.

Level 4 — Long-horizon autopilot: agent works for hours or days unattended.

The spend implication

Each level up multiplies tool calls and removes human review.

Level 3–4 agents need deterministic gates — there's no human in the loop.

FAQ

What autonomy level needs a firewall?

Any agent that can spend — but gates matter most at levels 3–4.

Is autonomy the goal?

It's a trade: more autonomy, more control required.

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