
Machine Can See LLC is a deep technology company specializing in AI-powered Pseudo-LiDAR technology that transforms ordinary monocular cameras into advanced 3D object monitoring systems. Their patented technology enables comprehensive 3D analysis of street and highway traffic, providing detailed insights for intelligent traffic management, smart parking, digital twins, city planning, logistics, violation enforcement, and port operations. The system runs on edge computing, ensuring data privacy by processing vector-based outputs without storing images. Their technology combines computer vision and physics simulation to accurately track and predict vehicle movements, even during occlusions, outperforming traditional 2D methods. Machine Can See has secured equity-free pre-seed funding, developed prototypes, and landed significant paying clients, positioning itself as a leader in visual AI for smart cities and transportation sectors.

Machine Can See LLC is a deep technology company specializing in AI-powered Pseudo-LiDAR technology that transforms ordinary monocular cameras into advanced 3D object monitoring systems. Their patented technology enables comprehensive 3D analysis of street and highway traffic, providing detailed insights for intelligent traffic management, smart parking, digital twins, city planning, logistics, violation enforcement, and port operations. The system runs on edge computing, ensuring data privacy by processing vector-based outputs without storing images. Their technology combines computer vision and physics simulation to accurately track and predict vehicle movements, even during occlusions, outperforming traditional 2D methods. Machine Can See has secured equity-free pre-seed funding, developed prototypes, and landed significant paying clients, positioning itself as a leader in visual AI for smart cities and transportation sectors.
Core tech: Pseudo-LiDAR monocular-to-3D visual AI running on edge
Flagship product: GateGuardX — retrofit automated gate access with LPR/ANPR and cloud dashboard
Privacy & deployment: Edge processing with vector-only outputs (no image storage)
Funding signal: Equity-free pre-seed: 115,000 EUR from Innovation Fund Serbia; total funding listed as 130,000.00 USD
Timeline: Founded 2019; first major paying US client in June 2022
Team size (snapshot): 6 employees (snapshot)
Access control, parking management, traffic and transportation analytics, smart cities, digital twins, logistics, violation enforcement, and port operations.
2019
Computer vision
115000 EUR
Equity-free pre-seed award (reported as 115,000 EUR).
Non-equity Assistance round listed (amount not disclosed in available extract).
“Received equity-free pre-seed support from Innovation Fund Serbia (115,000 EUR)”