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AI Agent Autonomy, Escalation & Control Preferences Survey

Measures user expectations for AI agent autonomy, preferred escalation and handoff mechanisms, permissible actions, spending thresholds, and risk concerns. Designed for UX researchers and product teams building agentic AI workflows.

Sample questions

A preview of what’s in the template. Every question is editable before you launch.

24 questions · ~4 min
Q01
Long Text

Welcome! This survey explores your preferences for how AI agents should behave, when they should ask for your approval, and how they should hand off tasks to humans. Your participation is voluntary, and you may stop at any time. There are no right or wrong answers—we are interested in your honest opinions. All responses are confidential and will be reported only in aggregate. Estimated time: 5–7 minutes.

Q02
Multiple Choice

In the past 30 days, how often have you used any AI assistant (e.g., ChatGPT, Copilot, Gemini, Siri, Alexa)?

Q03
Long Text

The next few questions ask about specific behaviors an AI agent might exhibit. For each, please rate how important that behavior is to you.

Q04
Long Text

By default, how much autonomy should an AI agent have when performing tasks in your workflow?

Q05
Multiple Choice

What concerns, if any, do you have about AI agents? (Select all that apply.)

Q06
Long Text

Overall, how much do you trust AI agents to carry out tasks on your behalf?

Q07
Long Text

Based on your responses in this survey, is there anything else you'd like to share about your expectations or preferences for AI agents?

Q08
Long Text

Finally, a few optional questions about you to help us understand patterns across different groups.

Q09
Long Text

Thank you for completing this survey. Your responses are confidential and will be used in aggregate to help improve AI agent design for everyone.

Q10
Long Text

How important is it that an AI agent explains its reasoning before taking action?

Q11
Multiple Choice

When an AI agent is unsure about the correct action or detects a potential risk, what should it do first?

Q12
AI Interview

We'd like to explore your experiences with AI agents in a bit more depth. An AI moderator will ask you a couple of follow-up questions about situations where an AI agent met or fell short of your expectations.

Q13
Multiple Choice

What is your age range?

Q14
Long Text

How important is it that an AI agent asks for your confirmation before performing irreversible actions?

Q15
Multiple Choice

If an AI agent escalates an issue to a human, which handoff method(s) would you prefer? (Select all that apply.)

Q16
Multiple Choice

In which region do you primarily live?

Q17
Long Text

How important is it that an AI agent cites sources or evidence for its claims?

Q18
Multiple Choice

What is the maximum amount you would allow an AI agent to spend on a single purchase without your approval?

Q19
Multiple Choice

What is the highest level of education you have completed?

Q20
Long Text

How important is it that an AI agent learns and improves from your corrections over time?

Q21
Multiple Choice

During longer tasks, how often should the AI agent send you status updates?

Q22
Multiple Choice

What is your current employment status?

Q23
Long Text

How important is it that an AI agent stays strictly within the scope of tasks you have assigned?

Q24
Multiple Choice

Which of the following actions, if any, should an AI agent be allowed to perform without asking you first? (Select all that apply.)

What’s included

  • AI follow-ups

    Adaptive probes on open-ended answers that pull out detail a static form would miss.

  • Attention checks

    Built-in safeguards against rushed answers and low-quality respondents.

  • AI-drafted copy

    Wording, ordering, and branching written by the AI — tuned to your research goal.

  • Auto report

    Themes, quotes, and a plain-English summary write themselves once responses come in.

Ready to launch?

Open this template in the editor. Every part is yours to change before the first respondent sees it.