AI automation projects often fail before implementation starts. The workflow may be technically possible, but the business case is fuzzy, the handoff is unclear, or the human approval step is missing.

Here is the quick filter I use before scoping one:

What manual task is being replaced or assisted?

How often does it happen?

How many minutes does it take each time?