Goal
Design an AI tool around a workflow you already do by hand, with cost caps, real hardening and an honest scorecard that decides what you build next.
Why it matters
I built an AI ad tool and put it live with logins and live payments. Most of what it taught me came from things going wrong. An AI product has a cost every time someone clicks a button, so a bug or a free user can lose you real money while you sleep. And a tool that works isn’t the same as a tool people pay for. This lesson is what I’d do from day one if I built it again.
In the full lesson
- Step 1 · Start from a job you already do by hand
- Step 2 · Put the money rules in before the first user
- Step 3 · Harden it before paid traffic hits it
- Step 4 · Keep an honest scorecard
- Step 5 · Let the scorecard pick the next move
This lesson is in The Ultemir Playbook.
Every course in the Playbook. One payment, lifetime access.
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