ONE AI Use Cases Overview
Discover example use-cases where ONE AI outperforms universal AI models and even specialized solutions developed by scientists.
These demonstrations highlight how our automated architecture optimization achieves superior accuracy and efficiency, enabling high-performance AI on everything from low-power FPGAs to standard industrial PCs.
Showcase
Overview
Industry
AI Quality Control in One Click
Turn optimized AI models into a production-ready quality control station instantly using the Camera Tool.
No custom UI, no hardware lock-in — just accurate AI decisions, seamless integration with cameras and PLCs, and continuous model improvement.
High Speed and Efficient Edge AI
Use AI to detect defects in real time with extreme efficiency.
Optimized models deployed on the Altera MAX® 10 FPGA achieve 99.5% accuracy, ultra-low latency, and minimal power consumption, even outperforming modern GPUs.
High Precision Computer Vision
ONE AI's neural architecture search beats hand-crafted neural networks and traditional methods in PCB defect detection.
With 98.4% accuracy and over 7× faster inference, ONE AI proves that smarter AI design delivers superior quality control at industrial scale.
Reference-Based Object Detection
ONE AI's overlap difference capability enables direct comparison between reference and test images for superior object detection.
With 95.7% F1-Score compared to YOLOv8's 56%, and a model eight times smaller, ONE AI demonstrates that multi-image comparison combined with automated architecture optimization provides significant advantages for quality control and surveillance applications.





