Align is a real-time, browser-based posture and stress computer-vision analytics engine that senses with 33 musculoskeletal biomarkers.

1. Neck flexion angle (ear–shoulder alignment vs vertical reference)
2. Thoracic spine angle (shoulder–hip vector deviation)
3. Forward head displacement normalized by torso length
4. Face-forward z-depth estimation using either FaceMesh indices or pose z-coordinates

NextJS + MediaPipe (WASM), ideated and built in ~4 hours 🙏

Bad Posture 😢

Good Posture 😎

Slides here