Is your team flying the plane — or riding in it?

Twelve questions about how your organization actually uses AI in engineering. About four minutes. Results shown immediately — no email required.

JavaScript required

The checklist scores your answers in the browser — nothing is sent to a server. With JavaScript off you can't take it interactively, but here's what it measures across four dimensions of how your organization uses AI in engineering:

Ownership & Intent · Passenger Syndrome: Whether engineers architect intent, or ride along with whatever the AI produces.
Review Integrity · Proof of Ownership: Whether review scaled with generation speed, or quietly became theater.
Skill Trajectory · Manual Flight Days: Whether engineering fundamentals are growing, held steady, or eroding.
Guardrails & Visibility · Flight instruments: Whether process and leadership measurement caught up to the tooling.