Research
Where we push the frontier.
Three active tracks. Each one starts in our lab, proves itself in a pilot with a real operator, and graduates into a product or a service. Argus AI is the first that made it all the way.
Unified Data Model
Predictive
Prescriptive
Computer Vision
OMNI-Train
PyTorch DDP
FSDP
Multi-Node
Fire & Smoke
Existing CCTV
YOLO / RF-DETR
Real-Time
Lab to product
Research that has to ship.
01 · Lab
Question first
Every track starts with an operational problem we have seen in a customer’s fleet, city or facility — not with a paper.
02 · Pilot
Proof on real data
We run the model on a partner’s live feeds under production constraints: latency, cost, false alarms, on-prem.
03 · Product
Graduation
What survives the pilot becomes a product module or a service offer — engineered, documented and operated by the same team.
Working on the same problem?
We partner with cities, operators and universities on pilots — data in, results shared.
Talk to our researchers