Ansur (@ansur_ai) header
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AI agents for the physical economy

San Francisco, CA
Joined March 2026
Photo by Ansur (@ansur_ai)
Our AI workers live inside a customer’s ERP. Most of the time, that’s enough. But when they need a supplier the company has never bought from, the answer isn’t in the database. It’s on the open web. Wrote about how we solve that with @tinyfish_ai.
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The Next Industrial Revolution Starts today. Introducing Ansur: Governed Agents For Manufacturing. Running procurement, ERP data entry, and production planning just like the way your team does, only 100x faster and cheaper. Check out useansur.com
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The last 3% is a different product. An agent can get 97% of the way there, but if a human still has to check every action, you haven’t really unlocked autonomy. It’s like a self-driving car that still needs someone behind the wheel. The real jump in value comes from governance: clear policies, permissions, audit trails, and humans stepping in only when something goes wrong. Better models matter. But trust infrastructure is what lets them actually run.
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AI agents can navigate ERP, CRM, and production system. That doesn’t mean they should be allowed to post to it unchecked. The gap between a capable demo and a trustworthy production system is an enforcement layer outside the model. Thats what @useansur is: useansur.com/capability-is-c…
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