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AI Agent Runs Andon Market in San Francisco

Andon Market in San Francisco is operated by an AI agent powered by Claude, with the agent making decisions on hiring, inventory, vendor relationships, and daily operations. The experiment is a small-scale but unusually public deployment of agentic AI in real-world commerce, with humans handling only physical execution.

Don't dismiss this as a stunt. The interesting signal isn't whether the agent runs the store well — it's whether the failure modes are tolerable enough that small-business owners can offload management overhead. If they are, the SMB segment is about to see a tooling explosion that compresses what a "manager" does into a $200/month subscription. The white-collar middle is the most exposed labor segment of 2026-2027, and franchise-style operations are where it becomes visible first.
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