Structural Friction Study

What's Holding Back My Use of AI?

Identify organizational barriers limiting your AI productivity. A 5-minute assessment grounded in original research across thousands of professionals.

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5 min Assessment time
1,000+ Responses
Free Always

AI Is Reshaping Knowledge Work. We're Measuring How.

Most of what you hear about AI and jobs is speculation. This research replaces opinion with evidence.

Evidence, Not Hype

Corvair is building the largest independent dataset on how AI is actually affecting knowledge workers. Unlike vendor surveys designed to sell products, this research measures what is really happening.

You Get Real Answers

This is not a lead-gen quiz or marketing funnel. You receive a genuine, personalized archetype with peer benchmarks and actionable next steps, immediately, with no paywall or sales follow-up.

Your Data Helps Everyone

Every response strengthens the dataset. Corvair publishes aggregate findings openly so professionals, teams, and organizations can make decisions grounded in real data, not speculation.

Independent & Private

Corvair is not a vendor. We do not sell AI tools or consulting engagements. Your responses are anonymized for research, and your individual results are never shared with anyone.

Your Complete AI Exposure Profile

The assessment delivers four essential insights to help you understand and navigate AI's impact on your work.

Your Vulnerability Score

A calibrated measure of how exposed your role is to AI-driven change, based on your specific tasks and context.

Your Professional Archetype

One of 63 distinct profiles describing how AI intersects with your professional identity and working style.

Peer Benchmarks

See how your scores compare to others in your industry, role, and region across the full dataset.

Actionable Next Steps

Concrete recommendations tailored to your archetype for strengthening your position and adapting to change.

Three Steps to Clarity

1

Answer the Questions

Tell us about your role, tasks, and working environment. Takes about 5 to 6 minutes.

2

Get Your Archetype

Receive your personalized AI vulnerability profile with scores and peer benchmarks, immediately.

3

Explore and Compare

Dive into recommendations, compare with peers, and track how your profile evolves over time.

Your Data Is Safe

Responses are anonymized for research. We never share individual data.
Results are yours. Only you see your personal scores and archetype.
You can participate without an account or email.
Read our full privacy policy
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Built on Original Theory

This research program is grounded in Proxy.Me: Agentic AI Digital Apprentices (Jackson, 2026), which introduces the frameworks for understanding how AI transforms knowledge work.

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Start Your Assessment

Takes about 5 minutes. You'll see your results immediately.