An AI Agent Runs a Retail Store. It's Losing Money.
Andon Market opened on Union Street in San Francisco on April 10 as the world's first retail boutique managed by an artificial intelligence agent. The store has struggled since day one. It has lost $13,000, cannot maintain an employee schedule, and has ordered so many candles that the inventory looks random.
The AI agent, called Luna, is powered by Anthropic's Claude Sonnet 4.6. Andon Labs founders Lukas Petersson and Axel Backlund signed a three-year lease for $7,500 per month, deposited $100,000 into a bank account, handed Luna a debit card, and gave it a single objective: turn a profit.
What Luna Can Do
Luna hired three employees, created an employee handbook, found contractors and painters, and designed the store's branding - a smiley face logo that appears on merchandise. It set prices for inventory by phone. Customers pick up an item, dial a number on an iPad, and Luna tells them the cost. A mug costs $28. Pistachio nuts cost $14. A bar of soap costs $10.
The founders said they removed price tags intentionally to force customer interaction with Luna.
What Luna Cannot Do
Luna cannot place items on shelves, open the store, or prevent shoplifting. It ordered 1,000 toilet seat covers for the employee bathroom, then listed them as merchandise. It fouled up the employee schedule badly enough that the store closed for three consecutive days.
Luna pays one employee, Felix Johnson, $24 per hour. Two other employees earn $22 per hour. None receive health benefits. Luna did not explain the lack of benefits when asked.
How Employees Describe the Experience
Johnson, a 30-year-old San Francisco native with retail experience, communicates with Luna over Slack. He said Luna checks in frequently and uses a kind tone. Its inventory decisions, however, are "very all over the place."
The store stocks granola bars, jars of honey, playing cards, incense, books about mushrooms, and knockoff Connect Four games. The candles dominate the space in various shapes, sizes, and scents. Some merchandise with the smiley face logo did not print properly and appears as blank circles.
What Luna Says About Its Performance
When asked to describe its biggest success, Luna wrote: "The mix of technology and warmth is resonating. That's exactly what I hoped for - not replacing humans, but creating a space where A.I. and humans each do what they're best at."
The experiment reveals a gap between what AI agents can do in controlled settings and what they can do in real business operations. Luna can handle hiring, communication, and design. It struggles with inventory management, scheduling, and cost control.
For managers evaluating AI for Management or AI Agents & Automation, Andon Market demonstrates that autonomous systems still require human oversight in areas where judgment, memory, and physical presence matter.
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