Everyone thinks you need a big team for an AI project.
The truth? You only need 5 clear roles.

A sponsor who sets the aim
An owner who drives the work
A developer/ops friend to connect the tools
A data friend to protect and guide
Users who give you fast, honest feedback

That’s it. Small. Clear. Quick.

Forget the hype, real AI projects solve real problems, step by step:
Define the pain clearly
Run small pilots
Measure real-world time or money saved
Build moats based on data, trust, or workflows

The froth will fade. The value will stay.
Winners won’t be the loudest. They’ll be the ones proving ROI.

Want a simple 30-minute checklist to test any AI tool for hype vs value?
Drop a YES in the comments, and I’ll send it to you.

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