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Survey · about 5 minutes · anonymous

How much oversight does AI cost you?

AI tools save time and leave something behind: an answer that wants checking, one more decision, another verification pass. This survey measures exactly that quiet load, in small businesses, where it rests on a few shoulders.

It's for owners and employees of small businesses in the DACH region and fills a real research gap. The results feed into an open dossier.

Fully anonymous. No name, email address or IP address is stored with your answers. By submitting you consent to anonymous analysis for research purposes. At the end you can optionally sign up for study updates; that runs separately and is not linked to your answers. This is not a medical or psychological assessment: where exhaustion is mentioned, it is meant in the WHO sense as an occupational phenomenon, not a diagnosis.

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About you and your business

Which role best describes you? *
How many people work in your company? *
How often do you work with AI tools? *
What industry are you in? (optional)
Which country do you work in? *

Your workload with AI

AI tools make me work faster than before.

AI tools create more work than I can comfortably handle.

AI tools push me into tighter schedules.

AI tools force me to change my working habits.

My overall workload has grown because of AI tools.

Checking the AI

A large part of my work is checking AI outputs.

I have to review AI outputs but can barely influence how the tool works.

I mainly step in when the AI makes mistakes.

I'm often on alert for whether the AI gets something wrong.

How it feels

After a day with many AI tools I feel mentally drained.

Checking AI outputs costs me more energy than it saves me.

I enjoy working with AI tools.

Working with AI tools frustrates me.

For this statement, please select “strongly disagree”.

Please don't enter any names or personal data.