Question 1 of 6 · Production
What does AI do for your paying users today?
Pick the one closest to true. Not the aspiration.
Question 2 of 6 · Org
Has your company shape changed because of AI?
Tooling doesn't count. New roles, retired roles, new owners do.
Question 3 of 6 · Proof
Can you point at the AI number on the P&L?
The CFO and the CTO should give the same answer.
Question 4 of 6 · Autonomy
How much does AI work without a human watching?
In your dev loop, not your sales pitch.
Question 5 of 6 · Infrastructure
What plumbing is your AI running on?
Not the models. The platform underneath them.
Question 6 of 6 · Strategy
Where does AI sit in next year's roadmap?
Look at next quarter's roadmap. Not last year's deck.
Your honest level
You're at L?
The lowest dimension wins. You cannot skip.
The one move next quarter
Self-rated. Now prove it.
30-minute audit with Marian. The honest level. The one KPI to move next quarter.
Book a call with Marian
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