F.3 · AI Services & AI-Based Products
Computer Vision and Visual Inspection Systems
Defect detection and site monitoring at line rate

What we build
Vision pipelines that run at the speed of the process they watch. Includes detection, segmentation, and anomaly models trained on the small, imbalanced defect sets real production yields, deployment to edge accelerators and industrial GPUs, camera calibration and multi-view geometry, drift monitoring against a golden set, and active-learning loops that route uncertain frames back to a human before they become a false accept.
Capabilities
- Detection, segmentation, and anomaly models trained on small, imbalanced defect sets
- Edge deployment to industrial GPUs and accelerators at line rate
- Camera calibration, multi-view geometry, and lighting-invariant preprocessing
- Drift monitoring against a golden set, with an alert before accuracy is lost
- Active-learning loops that route uncertain frames to a human reviewer
Related services
How it connects
Where it sits in the stack.
This system, and the two it hands off to. None of them can be optimized alone.
Computer Vision Systems
Vision pipelines that run at the speed of the process they watch.
Agentic Systems & Copilots
Multi-step agent runtimes wired into the systems an organization actually runs on.
AI Services & Products · see serviceDocument Intelligence
Retrieval systems over document estates that were never designed to be queried.
AI Services & Products · see serviceBring us the whole stack.
Tell us where latency is costing you, from the die to the data center to the control room. An architect replies with a first read of the problem, not a sales deck.