On-Device AI Training: Consumer Trust & Privacy Perceptions
Measures consumer awareness, trust, privacy concerns, and adoption intentions regarding on-device AI training. Designed for product, UX, and privacy teams seeking to understand how users perceive and evaluate local AI learning features.
What's Included
AI-Powered Questions
Intelligent follow-up questions based on responses
Automated Analysis
Real-time sentiment and insight detection
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Target the right audience automatically
Detailed Reports
Comprehensive insights and recommendations
Template Overview
28
Questions
AI-Powered
Smart Analysis
Ready-to-Use
Launch in Minutes
This professionally designed survey template helps you gather valuable insights with intelligent question flow and automated analysis.
Sample Survey Items
Q1
Chat Message
Welcome! This survey explores your views and preferences related to on-device AI training—where AI learns directly on your device rather than in the cloud.
It should take about 6–8 minutes to complete. Your participation is entirely 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, will be anonymized, and reported only in aggregate. Your feedback will be used for internal research to improve product experiences.
By continuing, you indicate your consent to participate.
Q2
Multiple Choice
Which of the following devices do you use at least once a week? Select all that apply.
Smartphone
Tablet
Laptop or desktop computer
Smartwatch or fitness tracker
Smart TV or streaming device
Smart speaker (e.g., Alexa, Google Assistant)
None of the above
Q3
Multiple Choice
Before we explain, how familiar are you with the idea of on-device AI training (where AI learns directly on your device rather than in the cloud)?
I've never heard of it
I've heard the term but I'm not sure what it means
I have a basic understanding
I understand it well and could explain it to someone else
Q4
Chat Message
What we mean by on-device AI training:
Some apps and features improve by learning from data stored on your device—such as photos, messages, or usage patterns. This training happens locally on your device, rather than sending your raw data to the cloud. Your device may share model updates (not your personal data) to help improve AI features for everyone.
Q5
Opinion Scale
After reading the explanation above, how well do you feel you understand what on-device AI training means?
Range: 1 – 7
Min: Not at allMid: NeutralMax: Very well
Q6
Opinion Scale
Overall, how much do you trust on-device AI training as described above?
Range: 1 – 7
Min: Do not trust at allMid: NeutralMax: Trust completely
Q7
Opinion Scale
How comfortable would you be allowing on-device AI training on your personal devices?
Range: 1 – 7
Min: Not at all comfortableMid: NeutralMax: Extremely comfortable
Q8
Opinion Scale
How likely are you to enable on-device AI training features on your devices if given the option?
If your phone asked permission to train AI on-device using your recent photos and messages, what would you most likely do?
Allow always
Allow only when charging and on Wi-Fi
Decide case by case
Deny permission
Not sure
Q16
Opinion Scale
How important is it to you that on-device AI training settings are clear and easy to understand?
Range: 1 – 7
Min: Not at all importantMid: NeutralMax: Extremely important
Q17
Ranking
Please rank the following aspects of on-device AI training from most important to least important to you.
Drag to order (top = most important)
Privacy protection
Speed and responsiveness
Works offline
Personalization quality
Battery and performance impact
Storage use
Transparency and user controls
Q18
Multiple Choice
Have you ever enabled a feature on any device that said it would improve through on-device learning?
Yes
No
Not sure
Q19
Long Text
You mentioned enabling an on-device learning feature. Which feature was it, and how did it affect your experience?
Max chars
Q20
Long Text
In your own words, what would make on-device AI training more trustworthy to you?
Max chars
Q21
AI Interview
Based on your responses throughout this survey, please share any additional thoughts or feelings about on-device AI training—including anything about trust, privacy, or controls that we haven't covered.
AI InterviewLength: 2Personality: [Object Object]Mode: Fast
Reference questions: 8
Q22
Dropdown
What is your age?
18–24
25–34
35–44
45–54
55–64
65+
Prefer not to say
Q23
Multiple Choice
What is your gender identity?
Woman
Man
Non-binary
Prefer to self-describe
Prefer not to say
Q24
Dropdown
In which region do you currently live?
North America
Latin America & Caribbean
Europe
Middle East & North Africa
Sub-Saharan Africa
South Asia
East Asia
Southeast Asia
Oceania
Prefer not to say
Q25
Dropdown
What is the highest level of education you have completed?
Less than high school
High school or equivalent
Some college, no degree
Associate degree
Bachelor's degree
Graduate or professional degree
Other
Prefer not to say
Q26
Multiple Choice
Which of the following best describes your current employment status?
Employed full-time
Employed part-time
Self-employed
Unemployed and looking for work
Not working by choice
Student
Retired
Prefer not to say
Q27
Multiple Choice
What is the primary operating system on your smartphone?
Android
iOS
Other
Not sure
I don't use a smartphone
Q28
Chat Message
Thank you for completing this survey! Your feedback is valuable and will help inform how on-device AI training is designed to respect user preferences and privacy. All responses are confidential and will be reported only in aggregate.
Frequently Asked Questions
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