Switch from AutoGPT to Task Machine
A practical guide to moving from AutoGPT's Experts or self-hosted builder to Task Machine's explicit workflows, reviewed from one Inbox.
Prefer the side-by-side comparison?AutoGPT now sells Experts, a hosted team of AI specialists you brief in plain English and an agent called Otto coordinates, and its open-source builder can still be self-hosted. Task Machine runs recurring work as explicit workflows, with approval steps, verifier checks, and one Inbox for every decision.
Why do people switch from AutoGPT?
- A brief leaves the process unwritten. Experts run the work the way they understand your brief. A Task Machine workflow defines the steps up front, so you can see and change exactly what runs.
- Approvals need a fixed place. A Human approval step holds a send or a publish until you approve it in the Inbox.
- Results should be checked before you see them. Verifier checks send work that misses its requirements back with feedback.
- Self-hosting is a second job. If you ran the open-source builder, Task Machine is hosted, and agents run in the Cloud by default.
What maps to what?
| In AutoGPT | In Task Machine |
|---|---|
| Experts you brief in plain English | Agents you configure, or a playbook that installs them |
| Otto coordinating the Experts | Chat, where you decide what each job should produce |
| Recurring work an Expert handles | A workflow that runs on a schedule |
| Reviewing results | Approval steps and verifier checks, with decisions in one Inbox |
| The visual builder | The workflow builder, with branches, loops, and approval steps |
| Pro at $50 or Max at $320 a month | Pricing from $99 a month with included usage |
Prices and features were checked against each vendor's own pages on 6 October 2026.
What do you give up?
AutoGPT's open-source project can be self-hosted and changed, which Task Machine cannot offer. For a one-off brief to a specialist, AutoGPT's Experts are the lighter choice.
How does the switch work?
- List the recurring jobs you brief AutoGPT's Experts on, or run through its builder, such as content, outreach, or research.
- Create your Task Machine workspace, connect the accounts those jobs touch, and pick matching playbooks.
- Rebuild each job as a workflow, with an approval step before anything goes out and a verifier check where the output has to meet a bar.
- Start with a low autonomy level, review the first runs from the Inbox, and raise autonomy where the work has proven itself.
Common questions
Is Task Machine AutoGPT with guardrails?
No. Task Machine starts from the recurring job and its decisions, with Chat, the Inbox, and Tasks over explicit workflows.
Can I still let agents run without me?
Yes, where you choose. Autonomy levels decide what runs without review, and you raise them as an agent proves itself.
What does it cost compared to a free open-source project?
Task Machine starts at $99 a month with included usage. You keep 100% of your revenue, Task Machine takes no cut, and it never custodies your accounts.
Details about AutoGPT reflect its public materials at the time of writing. Check their site for current terms.