AI-Fluent Engineer Scorecard
Answer nine quick questions about a role or a candidate and get an AI-fluency band, your strongest and weakest areas, and the questions to ask in the interview. The hiring equivalent of an ROI calculator.

Score the role, or the person
Pick a mode, answer nine questions, and see where they land. No login; email only to unlock the interview checklist.
1. How does this person use AI coding tools?
2. How do they decide an AI feature is good enough to ship?
3. Retrieval quality is poor. What do they do?
4. Prompt-injection and unsafe output are...
5. Do they know what their AI feature costs and how it behaves in production?
6. Ask them what broke after the happy path. They...
7. When do they choose not to use AI?
8. What can they show?
9. Which platforms are they strong on?
Know the profile? We have it on the bench.
Tell us what you scored for, and we shortlist vetted experts who match. Integrated in 1 to 2 weeks.