Hardware

Blackwell-class humanoid robotics module. The headroom platform for transformer-heavy policies.

TOPS

2070

Power

40–130 W

Form

Module

Flagship robotics module — runs full VLA + perception stacks alongside SLAM.

TOPS

275

Power

15–60 W

Form

Module

Premium IoT/robotics SoC; same NPU class as Snapdragon 8 Gen 2, certified for 7-year industrial supply.

TOPS

48

Power

7–15 W

Form

SoC

Mobile NPU benchmark target — what handheld AR & on-device LLM workloads tune against.

TOPS

45

Power

4–8 W

Form

SoC

Generative-edge follow-up to the Hailo-8, with native LPDDR5 attach for transformer & VLA workloads.

TOPS

40

Power

2.5–3.5 W

Form

M.2

8 GB Orin SoM with 1024-core Ampere GPU + 32 Tensor Cores. The new robotics Pi 5.

TOPS

40

Power

7–15 W

Form

SoM

Reference target for on-device foundation-model workloads; benchmarks via Core ML.

TOPS

38

Power

3–8 W

Form

SoC

Newer CVflow generation aimed at enterprise inspection cameras with multi-stream 4K.

TOPS

32

Power

3–6 W

Form

SoC

Workhorse 26-TOPS NPU on M.2. The default low-power vision accelerator for 1080p multi-stream perception.

TOPS

26

Power

1.5–2.5 W

Form

M.2

Pi 5 carrier with the Hailo-8L HAT. The hobbyist-to-prod path: $120 of silicon doing real perception.

TOPS

26

Power

5–8 W

Form

HAT

FPGA-fabric + AI Engine. Where bespoke pipelines (radar, lidar fusion) live.

TOPS

22

Power

6–12 W

Form

SoC

ISP + CVflow NPU; the silicon inside most mid-range smart cameras and dashcams.

TOPS

16

Power

2–5 W

Form

SoC

Mid-range edge SoC pairing Kryo CPUs with the Hexagon NPU; common in industrial cameras and gateways.

TOPS

12

Power

5–9 W

Form

SoC

Cost-leader octa-core SoC with 6 TOPS NPU; powers an exploding tier of Asia-OEM SBCs.

TOPS

6

Power

5–10 W

Form

SoC

Mid-tier IoT SoC, popular in retail kiosks and Asian commercial appliances.

TOPS

4

Power

3–6 W

Form

SoC

INT8-only 4 TOPS coprocessor. The classic 'add ML to a Pi' part — still ubiquitous.

TOPS

4

Power

0.5–2 W

Form

USB

Legacy VPU still shipping in OEM smart cameras; long industrial tail.

TOPS

4

Power

1–2.5 W

Form

SoC