Latency
A cloud round-trip, even in milliseconds, is too slow for a Train Collision Avoidance System. At the edge, latency is measured in microseconds.
Why Edge AI? The Limits of the Cloud
For years, the model for AI has been to "collect and send." Data was gathered by sensors at the edge and streamed to a centralized cloud for processing. This model is breaking down for mission-critical systems.
Bandwidth
A single Autonomous Forklift with multiple sensor feeds can generate terabytes of data per day. Streaming this to the cloud is unfeasible and cost-prohibitive.
Security & Privacy
Transmitting sensitive data from a Portable Ultrasound AI Assistant creates an unacceptable attack surface. Processing must remain local.
Reliability
Mission-critical systems in defense, aerospace, and healthcare cannot fail because of a lost network connection. Our solutions are fully autonomous.
The SKYSENTRIC Solution
The unavoidable conclusion is that the "brain" must live on the device. The challenge, however, is not just selecting a GPU; it's integrating it. This requires deep expertise in hardware, firmware, and software. SKYSENTRIC is your partner to solve this integration challenge.