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Product & UX

Free AI Feature Trust & Usefulness Survey template

The AI features audited: usefulness, error handling, trust, and control wanted.

5 questions · 1 page · about 2 minutes to answer · fully editable after you start

AI features ship on excitement and survive on calibrated trust. This survey audits yours: usefulness by feature, the error experience when the AI is wrong, trust trajectory after those errors, and the control question – what users want to review, approve, or switch off entirely.

The after-an-error trust answers matter most: features forgiven their mistakes have the affordances that make errors cheap; features abandoned had none.

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This is a picture of every question as a respondent would see it, so nothing on it can be clicked or typed into. Use this template to get your own editable copy.

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Page 1

The AI in the product

This survey asks about the AI features you have tried in our product and how far you trust them. Your honest answers, including the critical ones, help us improve them. It takes about 2 minutes.

Q1.How would you rate each AI feature you have tried?*

Very poorPoorAverageGoodVery goodNot applicable
Usefulness of the results
Being right often enough
Being easy to correct when wrong
Making clear what is AI-generated

Q2.Has an AI feature made a mistake while you were using it?*

  • Yes
  • No
  • Not sure

Q3.What happened, and what did you do next?

Asked only if the answer to Q2 is “Yes”.

Respondent types their answer here…

Q4.What control do you want over the AI?

  • Review before it acts
  • Act, but easily undoable
  • Full auto is fine
  • An off switch

Q5.Trust trend: versus a month ago, you trust the AI features...

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