Yellow relay antenna on a snowy summit above the clouds at sunrise

Run AI models on constrained hardware.

Every watt, every megabyte, every millisecond accounted for.

Tell us your hardware
Vision

Every sensor, every camera, every machine is becoming intelligent, to secure, to automate, to decide faster and closer to the action. We're building the platform that brings intelligence to constrained hardware and makes it run at full speed.

Use cases

Seven places the datacenter can't reach.

DRONES AND UNMANNED

DRONES AND UNMANNED

Perception has to happen onboard. Day, night, disconnected.

CAMERAS AND MACHINE VISION

CAMERAS AND MACHINE VISION

Line speed visual inspection on the camera or the box beside it.

ROBOTICS

ROBOTICS

On-edge inference for better performance.

VEHICLES AND OFF HIGHWAY

VEHICLES AND OFF HIGHWAY

Fast autonomous systems on vehicles.

DEFENSE SYSTEMS

DEFENSE SYSTEMS

Air-gapped and reliable decision support in any situation.

MEDICAL DEVICES

MEDICAL DEVICES

Inference at the bedside, under certification constraints.

DEEP EDGE

DEEP EDGE

When the whole budget is milliwatts.

The toolbox

How we make it fit.

Every technique that makes a model smaller and faster, applied to your platform's actual fast path. Memory and compute optimization as a first-class discipline.

Quantization Structured sparsity Pruning Distillation Speculative decoding Custom CUDA kernels Single kernel runtimes Automated research
Why now

Memory got expensive. Optimization became a purchasing decision.

Legacy memory lines are ending production, prices have surged and lead times keep increasing. Hardware prices are surging with them. Do not pay for hardware capacity you do not require for your use case.