By Greg Nowak. Last updated 2026-07-28.
Most AI integrations start with the same pattern: send a request, wait for the answer, continue. That is appropriate when a customer is chatting with an assistant, an employee is drafting a live reply, or another system is blocked.
It is harder to justify when 40,000 product classifications simply need to be ready by tomorrow morning.