A useful chat can solve a moment. A workflow has to solve the next moment too.
Many teams have found prompts that produce a good answer once. The trouble starts when the same work returns with a different customer, source file, deadline, or tool. The person who made the first prompt becomes the only person who knows how the process works.
Look for the handoffs
The real workflow is usually spread across people, chats, documents, spreadsheets, databases, and the applications where the final work belongs. Work slows down where context has to be rebuilt, a standard is remembered only by one person, or a finished result has nowhere clear to go.
Make the process visible
We begin with the job itself: the request, the knowledge needed, the standards that apply, the people who make decisions, and the destination for the result. Then we build the smallest useful process around it.
That is the difference between asking a chatbot for help and giving a team a repeatable way to move work forward. o‑MATIC Research explains the working model as a Factory.