Solutions

Six industries with the same problem in different clothes

Fixed power budget. Unreliable or absent network. A decision that has to land before the next control cycle. Wherever those three meet, moving weights across a bus stops being affordable.

  1. Fixed power, no network, hard deadline

    The same three constraints turn up in every industry on this page, which is why one architecture answers all six.

  2. The decision stays on the machine

    Perception and response both complete on the device, so a product works in a tunnel, at sea, and on a line that will not touch the public internet.

  3. License the engine, or take the part

    Into your own silicon as IP, or as a module with the toolchain around it. Both paths start with the same workload review.

What the six have in common

No cloud in the loop

Inference completes on the device. There is no upload path to secure, no telemetry to disclose, and no service to keep paying for.

Nothing to reload on wake

Weights are non-volatile and live in the array. A node can sleep for days and be ready on the first sensor event.

Degrades, does not die

Work is distributed across many small arrays. A damaged region costs precision in one place instead of taking the system down.

Sits beside what you have

The engine is a co-processor on your existing MCU or SoC. It takes the perception workload; your host keeps the application.

Automotive

Perception that keeps working when the link does not

Sensor fusion, driver monitoring and predictive diagnostics that run inside the ECU on a power budget a vehicle can actually spare, with a wake-up that costs nothing, because the weights never left the array.

Representative workloads

  • Camera and radar front-end perception
  • In-cabin driver and occupant monitoring
  • Predictive maintenance from vibration and current signatures
  • Always-on wake-word and anomaly detection

The binding constraint

Thermal and power headroom in a sealed enclosure, plus a hard real-time control loop.

What changes

Inference stays inside the vehicle: no upload, no round-trip latency, no connectivity assumption.

Not on the list

Your application probably still fits the same shape

If your workload is dominated by matrix-vector products, runs continuously on a constrained supply, and cannot depend on a network round-trip, it belongs in this set. Whatever the industry is called. An evaluation will tell you within weeks, including when the answer is no.

Tell us the constraint. We will tell you if we fit.

Evaluations start with your workload, your power envelope and your deadline, not with a datasheet.