Let an agent help run a small business
Andon Labs used a persistent agent to operate real businesses with company tools and oversight.
- What they did
- Andon Labs built Pion to manage its own businesses, including vending machines, a San Francisco shop, a cafe in Stockholm, and radio stations. The agent was given access to email, phone, banking, browsing, and a secure computer setup, while monitoring systems watched for behavior they did not want. They later opened Pion as a research preview and invited people with a business or idea to join a waitlist.
- How it went
- At first, the agents made expensive errors. By late 2025, newer frontier models were running a vending machine profitably, while the store and cafe still lost money even though they had improved.
- Tips
- If you try this, expect mistakes and keep human oversight in place. Costs like rent and hired staff can make early losses much worse.
Try it yourself with Manus
I want to test how an AI agent could help run [type of business]. Make a practical operating plan for sourcing, pricing, customer communication, and daily work. Show me what the agent can do alone and what must wait for my approval. Before any payment, message, deletion, or submission, stop and ask me to confirm the exact action.
Fill in the [brackets]. Agents can make mistakes, so review anything before it is sent, paid or deleted.
Get 3 agent uses like this every morning
With the day's top AI news. Free, and one click to unsubscribe.
Related agent uses
Sort unread email into folders and draft replies
An AI agent sorted 1,847 unread emails into six folders, drafted 12 short replies, and flagged three urgent messages for the user to handle.
Use an AI recruiter for first-round candidate screening
A company used an automated recruiter to email and call applicants for the first HR screen before any human spoke with them.
Turn receipt photos into ledger entries
They used a chat bot to read receipt images, pull out key expense details, and stage them for review in a ledger.
Use an MCP to edit Word docs with tracked changes
An agent can revise .docx files by editing HTML first, then translating the result back into Word’s file format.
Automate WhatsApp tutoring bookings
A no-code WhatsApp agent booked tutoring appointments in two days by using a reused backend layer for the calendar and database steps.
Let an agent triage email and scheduling, but require approval
A poster let an agent help with inbox and calendar work for two weeks, then tightened control after it made a few costly mistakes.