Toptal designed a dashboard UI for a US startup to help human operators monitor and resolve AI image recognition errors in real time. The dashboard visualized exceptions, progress, and resolutions, improving transparency and enabling faster human-in-the-loop corrections.
- Real-time exception tracking
- 50% faster error resolution
- Improved operator efficiency
AI systems misclassified images and operators lacked efficient tools for review and correction
Developed interactive dashboard for exception visualization, progress tracking, and streamlined labeling workflow
- 2x faster exception resolution
- 35% reduction in misclassifications
- Improved transparency and user experience
