Vision pipeline, gateway and ingestion
2M+ events a day · CPU down ~60% · ~$500K avoided
- Problem
- Thousands of cameras produce far more than a cloud path can process at a sane cost.
- Approach
- Co-architected the gateway and ingestion layer. Moved detection to the edge on YOLOv11 and RF-DETR.
- Result
- 2M+ events a day across 5,000+ cameras and 150+ customers. CPU down ~60%. The in-house path avoided ~$500K. no public receipt