AI agents are suddenly everywhere: enterprise workflows, support tools, coding assistants, finance apps.

But I keep wondering: are most companies solving real problems, or just adding “agent” to old automation and calling it innovation?

Real ones don’t need another demo. They need:

• fewer manual steps

• less context switching

• safer decisions

• clear ROI

• systems that don’t break in production

If you’re building this seriously, don’t start with the model. Start with the workflow. Useful reference.