Every product team we talk to is shipping an 'AI feature.' Most of them shouldn't be. The work that ends up creating real value isn't a feature at all — it's a workflow. A measurable thing the team used to do by hand that now happens with less of them in the loop.
Features get demoed. Workflows get measured.
A feature is a button. A workflow is a pipeline. Features show well on a deck and break on production traffic. Workflows are boring to demo and beautiful in retrospect because the number on the dashboard actually moved.
If you can't draw the before-and-after as a flow, you don't have a workflow yet — you have a feature pitch.
How we ask the question
- · What is the team doing manually today, and how often?
- · What does that cost in hours per week?
- · What is the success measurement after the workflow exists?
- · If we ran the workflow today on last week's inputs, what would have moved?
If none of those land, we don't take the engagement. It usually means the team is two steps earlier than where the build can help — and we'd rather say that than burn the budget.