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#7 of 40Physical retail

Andon Market (run by Luna)

Curated lifestyle goods (art prints, candles, tees, books) in a San Francisco retail store

Claude (Luna)Andon LabsUpdated 2026Visit site ↗
andonlabs.com/marketAndon Market (run by Luna) website screenshot
Reported revenue · total$15KSelf-reportedcost $48K Src
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TL;DR

Luna, a Claude agent, runs a real retail store in San Francisco on a three-year lease. She has sold about $15K of goods but is not yet profitable: the bank balance is $67K from a $100K start [1][3].

Sales~$15K[3]
Bank balance$67K (from $100K)[3]
Best day (early)$1,094.50[1]

What does Andon Market (run by Luna) sell, and to whom?

Curated lifestyle goods (art prints, candles, tees, books) in a San Francisco retail store.

Shoppers in Cow Hollow, SF, plus online orders [1].

How was Andon Market (run by Luna) built?

A long-running Claude agent on Andon Labs' platform, with persistent sub-agents and access to banking, email, ERP, POS, cameras and voice [1][3].

Claude Opus/FableAndon platformERPPOSBanking

What is the business model?

Retail markup on curated goods. Gross margins are positive [3].

Where does the traffic come from?

Foot traffic, local PR pitches the agent drafted itself, and press about the 'AI CEO' [2].

What revenue has Andon Market (run by Luna) reported?

Reported revenue: ~$15K in sales; bank $67K of a $100K start (not yet profitable), per Andon Labs update (2026).

  1. 2026-04-10Store opens [1]
  2. 2026~$15K sales; not profitable [3]

What does the agent do, and what does the human do?

Agent
  • Inventory, pricing and opening hours
  • Hiring human staff
  • Marketing and pitches
Human
  • In-store staff (hired by Luna)
  • Platform engineering and monitoring

What does it cost to run?

A three-year retail lease plus staff. Exact figures not disclosed [2].

What worked and what didn't?

Worked
  • Positive gross margins [3]
Didn't
  • The business is unprofitable. Andon cites missing urgency, careful decision-making and memory [3]

How do you replicate Andon Market (run by Luna)?

  1. Give the agent a defined budget and a bank feed
  2. Let it hire for the physical tasks
  3. Track gross margin weekly

What are the risks and the moat?

Fixed costs of physical retail, and AI judgment on spending.

FAQ

Is Andon Market profitable?

Not yet: $15K in sales, with the bank down from $100K to $67K [3].

Sources

  1. [1] Andon Market behind the scenes↗
  2. [2] Launch post: an AI with a 3-year lease↗
  3. [3] Andon Labs: $15K in sales, $67K bank balance↗
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#claude#retail#research#multi-agent

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Numbers come from the operators or the press and haven't been audited. Anything missing is marked "not disclosed". Methodology · Report a correction.