Photofeeler

Photofeeler splits tests into Business, Social, and Dating, each measuring different qualities. Business covers competence, likability, and influence. Social tracks confidence, authenticity, and fun. Dating scores attractiveness, trustworthiness, and intelligence. Picking the right category is the single biggest factor in getting a useful score, since a photo that wins in Dating can flop in Business.

Every score comes from people, not a model guessing at aesthetics. You earn votes by rating other users' photos, which keeps the pool self-sustaining and free. The trade-off is speed: unpaid tests move at whatever pace the voter queue allows, and popular categories can take a while to fill.

Photos stay hidden except while a test is running. Once it finishes, the image goes private again, and it never shows up in Google search. You can also pause or delete a test at any point. Photofeeler states plainly that it doesn't sell user data, and its revenue comes from credit sales rather than ads.

Beyond the numeric scores, voters can leave short notes or pick from prewritten prompts. The company moderates these to block hostile comments and bans users who behave badly. It's the most human part of the product, and often more useful than the score itself.

Photofeeler runs real-time checks to filter out low-quality or fake votes, and it blocks anyone from voting on the same test twice. Tests from one account are spaced apart to avoid stacking. You don't see any of this machinery, but it's the reason repeated tests on the same photo stay roughly consistent.

The service accounts for the fact that people vote differently, some harshly, some generously, through what it calls a VoterStyles algorithm. That adjustment is meant to keep one grumpy voter from dragging down an otherwise solid photo.