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We Built 100 AI Agents — Here’s What Actually Works (and What Doesn’t)

Written by Deepti Mittal | May 20, 2026 6:44:37 AM

Most AI agent content online is still theoretical.

It talks about what AI could do, what frameworks exist, or what’s possible in ideal conditions.

The real systems, however, are far more complex with a lot of considerations and nuances.

Over the past few months, we’ve:

  • built 100+ AI agents inside a leading agent ecosystem
  • reviewed and tested 600+ agents from real-world use cases
  • supported users actively using these agents in production
  • developed a full-scale AI agent product (Insitio) from MVP to revenue

This article is based on that experience.