Solutions · robotics and devices

Run models on the robot instead of in the cloud

Inspection robots, drones, cameras and handheld devices often can't wait for a round trip to the cloud or send data off the device. We fit the largest model that meets your accuracy threshold onto the hardware you ship, and it can keep training there.

3BVLM on an 8 GB Jetson Orin Nano
< 120 msper decision on device
0 bytesof field data leaving the device
Common problems

What usually goes wrong

01

The model is too big

The model that passed evaluation needs 16 GB and the module has 8.

02

No network

Some sites have no connection, and latency budgets are measured in milliseconds.

03

Data can't be moved

Field data is sensitive or too large to upload for training.

Devices and the models running on them

Live demo

Edge fit

Whether a model fits the memory of a Jetson, a phone or a Raspberry Pi, and at what speed.

Get started

Tell us what you need the model to do

Send us the model, the hardware and your target, whether that's tokens per second, latency, memory or cost. In a 30-minute call we'll tell you whether we think it's doable and roughly what it would take.

  1. ReviewA free 30-minute call. We look at your model, hardware and target and give you an honest estimate.
  2. SprintTwo weeks at a fixed fee, on your hardware. If we can't beat your current setup, you don't pay.
  3. RunWe run Serve and monitoring for you and keep re-tuning as traffic changes, under an agreed SLO.