The Problem
Users wanted professional-looking portraits without expensive photo shoots or complex desktop editing software. Existing mobile editors offered filters but lacked intelligent portrait enhancement and avatar generation at production quality.
The client needed a cross-platform app that could process images quickly on-device and in the cloud, handle diverse skin tones accurately, and deliver share-ready results in seconds — not minutes.