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AI Engineering Self-Survey
14 questions. Immediate score. Custom report.
How to answer
Answer based on demonstrated capabilities currently in use—not your organization’s ambition.
Select the description closest to your organization’s current state. If your organization sits between two levels, select the lower rating.
Strategy and Engineering Outcomes
Q1: How clearly does your organization connect its AI strategy to specific engineering priorities and outcomes?
Consider priorities such as shorter development cycles, improved quality, reduced rework, faster verification and validation, increased asset availability, and improved engineering capacity.
*
A
1 — Not established: No defined approach, ownership, or meaningful activity
B
2 — Exploring: Informal experimentation or isolated pilots; results are not repeatable
C
3 — Developing: Defined approach with some operational use, standards, or measured results
D
4 — Operational: Consistently applied across multiple teams or workflows with governance and measurement
E
5 — Scaled: Enterprise-wide, integrated, continuously measured, and improved
F
Don't know / Not applicable
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