Pick the role.
Focus your preparation.

Answer six short questions about work you can actually explain or defend. Leave with three focus areas and the first drill worth doing.

9AI job paths

6evidence checks

3focus areas

7days to plan at a time

What can you prove in an interview today?

Choose the role you are targeting, then answer honestly. “Not yet” is a complete answer. Your result stays in this browser until you choose to sign in and save it.

Choose your target role

Six evidence checks

0 of 6 answered

What gets ranked

Evidence gaps, not people.

Lower self-reported evidence and higher role importance move a topic up. We spread the three suggestions across different parts of the job when possible.

Scored practice

Only AI Engineer is scored.

Other roles receive a written drill and role-bank questions. They are never presented as calibrated scores or compared with other candidates.

Sources and method