Face Detection Image Editor (Web-Based)

A lightweight, browser-based image editor using ML face detection to automatically overlay objects (glasses, hats, filters) on detected faces with precise positioning. No backend needed, runs entirely client-side. Expand beyond emoji generators to general face-based customization.

Browser-based ML inference has become genuinely viable with TensorFlow.js and MediaPipe Face Mesh reaching production-grade accuracy, so the technical timing is reasonable. Snapchat's AR filters and PicsArt are the obvious substitutes here, and both have massive distribution advantages that make competing on features a losing game — the only defensible angle is a niche use case like branded overlays for small businesses or event photo booths. The $500–2k/mo revenue band is plausible only with a very focused audience willing to pay for something specific, because broad "fun filter" tools commoditized years ago and freeware alternatives are everywhere. The biggest risk is that the use case isn't painful enough to monetize — people already have free tools that do this, so without a clear workflow problem being solved, it stalls as a side project curiosity rather than a business.