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AI-Produced Work Research Survey

This 5-minute anonymous survey examines professionals' experience related to AI-produced work. Participation supports Aleksandra and Lilla's research at the Technical University of Munich. Thank you for contributing your perspective!

What industry do you work in?

What is your job position?

How do you use AI in your work? (select one or more answers)

In a chat

AI autonomously takes actions (scheduled or instructed by me)

AI inside an app

I don't use AI tools.

Other

Which of these best describes your role in decisions involving AI-produced work?

I approve and sign-off on it.

I produce or run it.

I do both.

Other

In your current work, how often are you accountable for AI-produced output that could affect customers, production systems, compliance, or audits?

Never

Rarely

Sometimes

Often

Always

What is the biggest problem for you today when AI is involved in your work?

What have you tried so far to deal with your problem? (optional)

Thinking about the last time you approved or relied on AI-produced work, how confident were you that you understood the output?

Not confidentModerately confidentVery confident

What happened the last time something involving AI-produced work turned out to be wrong, unclear, or hard to defend?

If a system could help you make more confident decisions with AI, which capability would matter most?

Clear upfront intent and boundaries.

A traceable chain of what happened across systems.

Verification status that is visible and scalable.

Risk-based pre-sorting of what needs attention.

A visual way to understand complex relationships quickly.

Other

When you work with AI tools or agents, how often do you feel mentally tired afterwards?

Never

Rarely

Sometimes

Often

Always

Would you be interested in participating in a short interview about the topic? Please leave your email. (optional)

Thank you so much for taking the time to fill out our survey!

Your answers help us better understand how people work with AI agents today. We really appreciate it.

AI-Produced Work Research Survey

What industry do you work in?

What is your job position?

How do you use AI in your work? (select one or more answers)

Which of these best describes your role in decisions involving AI-produced work?

In your current work, how often are you accountable for AI-produced output that could affect customers, production systems, compliance, or audits?

What is the biggest problem for you today when AI is involved in your work?

What have you tried so far to deal with your problem? (optional)

Thinking about the last time you approved or relied on AI-produced work, how confident were you that you understood the output?

What happened the last time something involving AI-produced work turned out to be wrong, unclear, or hard to defend?

If a system could help you make more confident decisions with AI, which capability would matter most?

When you work with AI tools or agents, how often do you feel mentally tired afterwards?

Would you be interested in participating in a short interview about the topic? Please leave your email. (optional)

Thank you so much for taking the time to fill out our survey!

Please provide feedback on how we can improve our survey. (optional)