Free Assessment for PMsIs your AI feature ready to scale?
You've shipped an AI prototype or MVP. Maybe you have your first users.
Before you 10x it, make sure you can measure it, monitor it, and improve it.
3 minutes. 7 dimensions. Prioritized next steps.
Maturity Score
See exactly where you are across 7 dimensions, from "early" to "scale-ready."
Top 3 priorities
Ranked by impact. Each with a concrete first action you can take this week.
Gap Analysis
Your current state vs. where you should be based on your risk level and scale.
Personalized step by step guide
Get a personalized guide in your inbox on how to close gaps and prioritize work.
What you’ll get
Finish in 3 minutes. Walk away with gaps and direction.
7 dimensions of AI scale-readiness
Each scored 0-3, from "early" to "scale-ready"
1
2
Model Reliability (Evals)
How do you know the output is good enough?
3
4
5
6
7
Feature Success & Value
Can you prove the AI is delivering value?
Data & Feedback Loops
Are you learning from production usage?
Infra & Observability
Can you see when things break?
Economics & Scaling
Do you understand and control AI costs?
Safety & Security
How do you protect users and manage AI risk?
Org Readiness
Is your team set up to operate AI reliably?
Is this for you?
This is for you if:
You have an AI feature in production with real users
You're a PM, eng lead, or founder owning AI product decisions
You need to prioritize what to fix next
You want to make the case for investing in ops
This isn't for you if:
You haven't shipped anything yet
You're looking for a pre-launch checklist
You want deep technical implementation guides
Ready to find out how ready for scale your AI solution is?
3 minutes. Personalized priorities.