When did you last view recommendations in our product?
- Within the last 7 days
- 8-14 days ago
- 15-30 days ago
- More than 30 days ago
- I don't recall
In that session, did you act on a recommendation (e.g., click, save, or purchase)?
If you did not act on a recommendation last time, what were the reasons? (Select all that apply)
- Did not seem relevant
- Already had enough options
- Not enough helpful details
- Concerns about accuracy/trust
- Not timely for my task
- I prefer finding items myself
- I was just browsing/curious
Overall, how useful are our recommendations for completing your goals?
Range: 1 – 10
Min: Not usefulMid: Moderately usefulMax: Extremely useful
Please indicate your agreement with each statement about our recommendations (last 30 days).
| Rows | Strongly disagree | Disagree | Neither agree nor disagree | Agree | Strongly agree |
|---|
| They help me discover new items | • | • | • | • | • |
| They save me time | • | • | • | • | • |
| They help me decide between options | • | • | • | • | • |
| They match my interests | • | • | • | • | • |
| They increase my satisfaction with the product | • | • | • | • | • |
When you use recommendations, how often do they lead to a successful outcome (e.g., found what you needed, saved time)?
Scale: 10 (star)
Min: Rarely successfulMax: Almost always
I feel in control of the recommendations I see.
Range: 1 – 10
Min: No controlMid: Some controlMax: A lot of control
Which controls have you used to influence recommendations in the last 30 days? (Select all that apply)
- Like/thumb up
- Dislike/thumb down
- Hide or mute items
- Follow topics/sources
- Adjust interests/preferences
- Clear or reset history
- Mark "not interested" or skip
- None of these
Overall, the controls I used noticeably improve my recommendations.
Range: 1 – 10
Min: No differenceMid: Some improvementMax: Big improvement
If you have not used controls, which would be most useful to you? Rank your top choices.
Drag to order (top = most important)
- More visible feedback buttons
- Per-item controls (hide/mute)
- Topic/source follow or block
- Adjustable diversity slider
- Profile preference settings
- Clearer explanations (why recommended)
How diverse are the recommendations you typically see (last 30 days)?
Range: 1 – 10
Min: All very similarMid: Balanced mixMax: All very diverse
In the last 7 days, how many times did you notice near-duplicate recommendations?
Accepts a numeric value
Whole numbers only
Allocate 100 points across the following to show your ideal balance.
Total must equal 100
- Familiar items
- New-to-you items
- Variety across topics
Min per option: 0Whole numbers only
Attention check: To confirm you're paying attention, please select "Agree".
- Strongly disagree
- Disagree
- Neither agree nor disagree
- Agree
- Strongly agree
What is your age group?
- Under 18
- 18-24
- 25-34
- 35-44
- 45-54
- 55-64
- 65 or older
- Prefer not to say
Which region do you primarily use the product from?
- North America
- Europe
- Asia-Pacific
- Latin America
- Middle East & Africa
- Prefer not to say
How long have you used this product?
- Less than 1 month
- 1-6 months
- 7-12 months
- 1-2 years
- More than 2 years
- I do not use it regularly
- Prefer not to say
How often do you engage with recommendations when using the product?
Range: 1 – 10
Min: NeverMid: SometimesMax: Very often
What would make our recommendations more useful, controllable, and diverse for you?
Max 600 chars
Welcome! This brief survey takes about 3–4 minutes. Please answer based on your recent experience with recommendations in our product.
AI Interview: 2 Follow-up Questions on your recommendations experience
AI InterviewLength: 2Personality: Expert InterviewerMode: Fast Thanks for your time—your feedback helps us improve!