How does JudgeMyPic compare photos?
JudgeMyPic starts with a direct choice: Photo A or Photo B. In a user A/B test, two approved photos from the same owner are compared head-to-head by real people. Community battles use the same pick-based signal across category-matched photos. A photo's selection rate is its wins divided by its completed votes, and the interface withholds the public percentage until at least 10 votes exist.
Result labels
The sample is still too small for JudgeMyPic to display the selection percentage as a result.
A visible early signal, but still sensitive to a relatively small number of additional votes.
A larger sample label used when the result has at least 25 battle votes.
The deepest standard sample label in the product.
Confidence range
JudgeMyPic reports a confidence interval alongside sufficiently developed results rather than presenting the observed selection percentage as exact. The interval is based on the observed wins and total battles and naturally narrows as the sample grows.
Demographic breakdowns
Where voters have supplied a gender or age band, the private data report can show subgroup selection rates. A subgroup percentage is withheld until that subgroup has at least 5 votes. This avoids displaying a dramatic-looking percentage based on one or two people.
Direct A/B tests
A direct A/B test keeps two photos from the same owner paired against each other. The owner cannot vote on their own test. Results show Photo A versus Photo B overall and can show demographic splits after subgroup minimums are met.
Friend votes are separate
A private friend-vote link is a different source of data. It lets invited people choose between two photos without creating an account, but those friend-link votes are not mixed into the anonymous community battle selection rate.
Judd is a separate signal
Judd is the optional AI critique. It focuses on fixable presentation choices such as lighting, framing, crop, pose, styling and how suitable a photo is for its intended profile context. It does not replace the human battle result.
What a result means
A JudgeMyPic result describes how one specific image performed in one category, audience and sample. It is evidence for a photo decision—not a prediction of dating matches, hiring outcomes, follower growth or a person's worth.
Compare two photos with the same test conditions →