Production-grade vision for industrial environments.
Real-time recognition for inventory, safety, anomaly detection, high-throughput dock and yard operations. Fine-tuned per site, continuously evaluated against ground truth.
The problem
- 01Industrial light is hard. Most vision models trained on consumer datasets fail on the shop floor — low light, glare, occlusion, motion.
- 02Sites vary. A model that works at one site fails at the next. Lighting, angles, and object classes are too varied for generic models.
- 03Drift is silent. Model accuracy degrades as operations evolve. Without continuous evaluation, you find out at customer cost.
- 04RFID alone is positionless. RFID counts perfectly but tells you nothing about spatial placement beneath the antenna footprint.
The capability surface.
Object detection
Fine-tuned YOLO-class models per site for high-throughput dock, yard, retail, and manufacturing environments.
OCR
Label, plate, and serial-number reading. Tuned for industrial typography and partial occlusion.
Anomaly detection
Lightweight autoencoders with bounded reconstruction error. Surfaces deviations without retraining for every class.
PPE and safety detection
Hardhat, vest, lone-worker detection. Real-time alerts when policy is violated.
Camera-to-RFID fusion
99%+ match accuracy on yard and dock operations. The camera tells you where; the RFID tells you what.
Continuous evaluation
Every prediction evaluated against ground truth. Drift triggers retrain, not silence.
Production-grade vision tuned to your site, evaluated continuously, deployed to the edge. The camera knows where; the RFID knows what.
What this delivers.
- 01Scrap and rework cut 30–50% with vision-AI quality on manufacturing lines
- 0299%+ camera-to-RFID fusion accuracy on yard and dock operations
- 03PPE detection reduces recordable incidents in field environments
- 04OCR replaces manual label and serial-number entry at high throughput
- 05Continuous evaluation against ground truth keeps accuracy stable as operations evolve
See Computer Vision running in your environment.
A 60-minute architecture review with our solutions team. We map your sensors, your systems, and the workflows where this capability moves the needle.