Each survey is built for a specific audience and returns a practical signal: hiring calibration, ownership gaps, practitioner reality, or transition readiness. Every response feeds the aggregate benchmark without exposing raw answers.
Design
Single-purpose, low-friction instruments with instant utility.
Privacy
Anonymous aggregate analysis, with raw answers kept off public surfaces.
Use
Useful for leaders, recruiters, practitioners, and adjacent engineers.
Results dashboard
Live aggregate view across all survey instruments
A 60-second pulse check for AI security practitioners who want a quick read on posture and role language.
Quick archetype and maturity baseline — 6 questions, instant result, CTA to the full survey.
Anonymous · instant result · no email required
Choose an instrument
For recruiters and hiring managers who need clearer role language, sharper screening criteria, and better calibration.
Best for
Hiring friction, role naming, and skill demand signal
For CISOs and security leaders who need a practical read on ownership gaps, maturity, and board-level pressure.
Best for
Ownership, controls, and maturity pressure signal
For AI security engineers and practitioners who want their lived control experience reflected in the benchmark.
Best for
Observed issues, control effectiveness, and implementation reality
For adjacent security engineers who want to understand how close they are to an AI security role path.
Best for
Confidence gaps, transition readiness, and training needs
1. Pick
Choose the audience
Each survey is tuned for a distinct role: recruiter, leader, practitioner, or adjacent engineer.
2. Answer
Stay concise
The instruments are built to be short enough to finish and useful enough to revisit.
3. Review
Use the output
Results roll into the public-safe aggregate dashboard and the report benchmark.
