VLM verification lets an image model answer yes/no per picture and requires the attribute to be visible in at least 2 of 3. Slower and costs per search, but raises precision.
Restrict to a list of profiles (shortlist)
Fill in one or more fields — they are combined (AND).
Region decides where appearance is compared (scene = the
whole picture, content = what they say); the scene and
content fields add further criteria.
Negative examples sharpen the search noticeably: the same kind of faces without the attribute. The attribute then becomes a one-click filter under Attributes.
Competitors
Scans are run by transcriber-proxy, not by this page. Give
it the handles — it resolves the numeric TikTok user_id
itself, exactly, from the TikTok handle. Matching is always on
user_id: creators write the display name, not the handle.