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AI & Technology

AI Disclosure & Transparency Expectations Survey

Measures consumer expectations for AI transparency across products and services, capturing preferred disclosure methods, acceptability thresholds, and trust drivers to inform product labeling and policy decisions.

Sample questions

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

29 questions · ~12 min
Q01
Message

Welcome! This survey explores your expectations about how companies communicate their use of artificial intelligence (AI). It should take approximately 16 minutes to complete. Your participation is completely voluntary, and you may stop at any time. There are no right or wrong answers — we are interested in your personal opinions. All responses are anonymous and will be reported only in aggregate. Please click 'Next' to begin.

Q02
Opinion Scale

How familiar are you with artificial intelligence (AI) as it is used in everyday consumer products and services?

Scale: 17
Min:Not at all familiarMax:Extremely familiar
Q03
Opinion Scale

Overall, how important is it to you that companies disclose when AI is being used in their products or services?

Scale: 17
Min:Not at all importantMax:Extremely important
Q04
Opinion Scale

If a company provides a notice about AI use, how necessary is it that the notice includes each of the following? A clear statement that AI is being used.

Scale: 17
Min:Not at all necessaryMax:Absolutely necessary
Q05
Multiple Choice

Which of the following labels do you think clearly communicate that AI is being used? Please select all that apply.

  • AI-generated
  • Assisted by AI
  • Automated decision
  • Machine-generated
  • Computer-assisted
  • Powered by AI
  • Algorithmic decision
  • Bot
  • Other (please specify)
Q06
AI Interview

We'd like to explore your views on AI disclosure a bit further. What do you think is the most important thing companies should do when it comes to being transparent about their use of AI?

Q07
Multiple Choice

What is your age?

  • 18–24
  • 25–34
  • 35–44
  • 45–54
  • 55–64
  • 65 or older
  • Prefer not to say
Q08
Message

Thank you for completing this survey. Your responses are anonymous and will be used to improve how companies communicate their use of AI. We appreciate your time.

Q09
Multiple Choice

In the last 30 days, have you knowingly used a product or service that uses AI?

  • Yes
  • No
  • Not sure
Q10
Opinion Scale

How strongly do you agree or disagree with the following statement: 'Companies have a responsibility to inform consumers whenever AI plays a role in the products or services they offer.'

Scale: 17
Min:Strongly disagreeMax:Strongly agree
Q11
Opinion Scale

If a company provides a notice about AI use, how necessary is it that the notice includes each of the following? An explanation of what the AI does and how it affects you.

Scale: 17
Min:Not at all necessaryMax:Absolutely necessary
Q12
Ranking

Please rank the following locations for AI disclosure from most preferred (1) to least preferred.

  1. On the page or screen where AI is used
  2. At checkout or before I confirm
  3. In search results or listings
  4. As an inline label on the specific content
  5. In an email or receipt after the fact
  6. In account settings or a privacy center
Drag to rank
Q13
Long Text

Based on your responses in this survey, please share any additional thoughts or feelings about how companies should communicate their use of AI.

Q14
Multiple Choice

How do you describe your gender?

  • Man
  • Woman
  • Non-binary
  • Prefer not to say
Q15
Multiple Choice

In which of the following areas have you encountered AI recently? Please select all that apply.

  • Search results or summaries
  • Product recommendations on shopping sites
  • Customer support chat
  • Social media feed or content recommendations
  • Email drafting or smart replies
  • Image or writing assistants
  • Financial advice or robo-investing
  • Health or wellness advice apps
  • Navigation or travel planning
  • Voice assistants (e.g., Siri, Alexa)
  • Other
Q16
Opinion Scale

How important is it that companies disclose AI use in each of the following situations? When AI helps make decisions about your health or medical care.

Scale: 17
Min:Not at all importantMax:Extremely important
Q17
Opinion Scale

If a company provides a notice about AI use, how necessary is it that the notice includes each of the following? Information about what data the AI uses.

Scale: 17
Min:Not at all necessaryMax:Absolutely necessary
Q18
Ranking

Please rank the following reasons why AI disclosure matters to you, from most important (1) to least important.

  1. To make informed choices
  2. To understand accuracy and limitations
  3. To protect privacy and data use
  4. To ensure fairness and non-discrimination
  5. To access a human alternative or opt out
  6. To hold companies accountable
  7. For safety in high-stakes situations
Drag to rank
Q19
Multiple Choice

Where do you currently live?

  • Africa
  • Asia
  • Europe
  • Latin America & Caribbean
  • Middle East
  • North America
  • Oceania
  • Prefer not to say
Q20
AI Interview

Please describe one recent interaction you had with a product or service that used AI. What happened, and how did you feel about it?

Q21
Opinion Scale

How important is it that companies disclose AI use in each of the following situations? When AI is used to determine your financial eligibility (e.g., loans, insurance).

Scale: 17
Min:Not at all importantMax:Extremely important
Q22
Opinion Scale

If a company provides a notice about AI use, how necessary is it that the notice includes each of the following? An option to opt out or request a human alternative.

Scale: 17
Min:Not at all necessaryMax:Absolutely necessary
Q23
Multiple Choice

What is the highest level of education you have completed?

  • Less than high school
  • High school or equivalent
  • Some college or associate degree
  • Bachelor's degree
  • Postgraduate degree
  • Prefer not to say
Q24
Opinion Scale

How important is it that companies disclose AI use in each of the following situations? When AI generates or personalizes content you see (e.g., news, recommendations).

Scale: 17
Min:Not at all importantMax:Extremely important
Q25
Opinion Scale

If a company uses AI for minor, low-impact tasks (e.g., spell-check or text formatting), how acceptable or unacceptable is it for them not to disclose this?

Scale: 17
Min:Completely unacceptableMax:Completely acceptable
Q26
Multiple Choice

What is your current employment status?

  • Full-time
  • Part-time
  • Self-employed
  • Student
  • Homemaker
  • Retired
  • Unemployed
  • Prefer not to say
Q27
Opinion Scale

How important is it that companies disclose AI use in each of the following situations? When AI is used in customer service interactions (e.g., chatbots).

Scale: 17
Min:Not at all importantMax:Extremely important
Q28
Multiple Choice

If a company fails to disclose meaningful AI use, which of the following actions do you think should be taken? Please select all that apply.

  • No action necessary
  • Warning and require clear notice next time
  • Allow people to opt out or receive refunds
  • Regulatory fines
  • Public transparency report
  • Other (please specify)
Q29
Opinion Scale

How important is it that companies disclose AI use in each of the following situations? When AI assists with low-stakes tasks (e.g., spell-check, autocomplete).

Scale: 17
Min:Not at all importantMax:Extremely important

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.

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