Giving Feedback
Feedback is how the suggestion engine learns your actual preferences. Every response you give, from accepting an outfit to rating it after wearing, adds a signal that shapes future suggestions.
The Feedback Flow
When you tap “Reject” on a suggestion, or when you interact with a suggestion from your outfit history, a multi-step feedback dialog opens.
Step 1: Did you wear it? Three options:
- Yes, I wore it as suggested
- I wore something else instead (opens the Wore Instead flow)
- No, I didn’t wear it
Step 2: Star rating (1-5) Only shown if you indicated you wore the outfit. Rate how satisfied you were with how the outfit looked and felt.
- 1-2: Didn’t like it
- 3: It was fine
- 4-5: Happy with it
Step 3: Done The dialog closes. The feedback is saved and the suggestion engine updates.
Types of Response
| Response type | What it means |
|---|---|
| Accepted | You liked the suggestion and planned to wear it |
| Rejected | You dismissed it, possibly with feedback |
| Skipped | You pressed “Try Another” without explicitly rejecting |
| Wore instead | You wore a different outfit (captures what you actually chose) |
Each type carries a different weight. Accepted outfits with high ratings are the strongest positive signal. Wore-instead is particularly useful because it tells the AI not just “no” but also “yes to this other thing.”
How Feedback Improves Suggestions
The system aggregates feedback across sessions to learn:
- Color patterns: Colors that appear consistently in your accepted outfits get boosted. Colors from rejected outfits are noted.
- Item preferences: Items that frequently appear in accepted outfits get a higher base score. Items you consistently skip get down-weighted.
- Layer preferences: If you consistently reject suggestions that include a jacket on mild days, the AI learns your layering threshold.
- Time patterns: If your acceptance rate is higher on casual outfits on weekends and office outfits on weekdays, the system learns this pattern.
Feedback effects are visible in the Style Learning section as the system builds a profile over time.
Feedback on Past Outfits
You can give feedback on any outfit in your Outfit History, not just the most recent suggestion. Open an outfit from the history page and click the feedback button. This is useful for rating outfits you wore but forgot to rate at the time.
Mobile: The feedback dialog is a native bottom sheet on mobile. It slides up after you tap “Reject” or from a history card. The steps are identical to the web version.