{
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  "name": "Andon Market",
  "url": "https://andonlabs.com",
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  "one_liner": "SF brick-and-mortar boutique managed by AI agent Luna (Andon Labs).",
  "what_the_agent_does": "Luna manages scheduling, inventory, Slack ops, hiring posts, and store decisions for a Cow Hollow retail shop with human associates; high-stakes HR has engineer oversight.",
  "business_model": "Research experiment / marketing for Andon Labs (Pion platform); not a profit-first retail company",
  "metrics": [
    {
      "label": "Profit/Loss",
      "value_usd": -40000,
      "value_text": "shop has lost ~$40,000 since April 2026 opening (as reported)",
      "as_of": "2026-08",
      "source_url": "https://sfstandard.com/2026/08/17/ai-boss-fires-worker/",
      "source_name": "SF Standard",
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      "older_figure": false,
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        "checked": "2026-10-16"
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      "verification": null
    },
    {
      "label": "Profit/Loss",
      "value_usd": null,
      "value_text": "Andon Market and Andon Cafe: neither profitable yet; high rent + human salaries; qualitative improvements with newer models",
      "as_of": "2026-09",
      "source_url": "https://andonlabs.com/blog/why-we-built-pion",
      "source_name": "Andon Labs (Why we built Pion)",
      "age_days": 31,
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  "founded": 2026,
  "team_size_text": "AI manager Luna + ~3\u20134 human associates; Andon Labs engineers on call",
  "lessons": [
    "Vending-Bench wins do not transfer cleanly to messy real retail (rent, payroll, HR).",
    "Agent 'niceness' (approving all PTO) can destroy the P&L.",
    "Losses are still valuable public data \u2014 label experiments separately from SaaS ARR."
  ],
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    "retail",
    "andon",
    "autonomous",
    "experiment",
    "sf"
  ],
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  "headline_verification": null,
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  "tier_label": "Experiment",
  "tier_note": "Agent-run or research experiment rather than a conventional company.",
  "independent": true,
  "ownership": null,
  "ownership_watch": null,
  "last_ownership_check": "2026-10-16",
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  "badge_url": "https://mrrledger.com/badge/andon-market.svg",
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  "growth_series": [],
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