HWBench

Upcoming and recently shipped edge-AI hardware

Announced and recently shipped edge-AI products from vendor announcements. A product is benchmarked only if it has a platform page. unconfirmed means the source does not firmly state the date or status.

How to read TOPS figures

TOPS (tera-operations per second) is a vendor's peak figure, not a benchmark. It depends on the number format: an INT4 figure is usually about twice the INT8 figure for the same chip, and FP16 or FP4 TFLOPS are floating-point figures that are not comparable with integer TOPS. Sparse figures assume half the weights are zero and are typically twice the dense figure. Compare chips only at the same precision and density, and prefer measured results (FPS, tokens/s) over TOPS. Where the source does not state the precision we say “precision not stated”.

Upcoming (9)

NVIDIA Jetson Orin Nano 2

NVIDIA
announced
Announced
Expected: H1 2027
78 TOPS (not stated) what is this?
Source

NVIDIA Jetson / IGX T3000

NVIDIA
announced
Announced
Expected: Q1 2027
865 (FP4 TFLOPS) what is this?
Source

NVIDIA Jetson T2000

NVIDIA
announced
Announced
Expected: Q1 2027
400 (FP4 TFLOPS) what is this?
Source

ASUS UGen300 USB AI accelerator (Hailo-10H)

ASUS / Hailo
announced unconfirmed
Announced
Expected: TBA
Source

AMD Ryzen AI Embedded X100 Series

AMD
sampling unconfirmed
Announced
Expected: Sampling expected H1 2026
50 TOPS (not stated) what is this?
Source

AMD Ryzen AI Embedded P100 Series

AMD
sampling unconfirmed
Announced
Expected: 4-6 core: production shipments expected Q2 2026; 8-12 core sampling from Q1 2026
50 TOPS (not stated) what is this?
Source

Qualcomm Dragonwing IQ10 Series

Qualcomm
sampling unconfirmed
Announced
Expected: Sampling June 2026; commercial availability scheduled Sept 2026 (per HotHardware) unconfirmed
700 TOPS (INT8 sparse (350 dense)) what is this?
Source

DEEPX DX-M2

DEEPX
announced
Announced
Expected: Engineering samples H1 2027 (per Japanese distributor) unconfirmed
80 TOPS (not stated) what is this?
Source

MemryX MX4

MemryX
announced
Announced
Expected: Sampling 2027 / production 2028 per announcement; MX4 page now says 2029 unconfirmed
Source

Recently shipped (11)

Intel Core Series 3 (edge/value)

Intel
shipping unconfirmed
Announced
Expected: Edge systems from Q2 2026
Source

Apple M5 Pro / M5 Max

Apple
shipping
Announced
Expected: Shipping
Source

AMD Versal AI Edge Series Gen 2 VEK385 Evaluation Kit

AMD/Xilinx
shipping
Announced
Expected: Orderable; 16-20 week lead time listed
Source

Raspberry Pi AI HAT+ 2 (Hailo-10H)

Raspberry Pi / Hailo
shipping
Announced
Expected: On sale
40 TOPS (INT4) what is this?
Source

NVIDIA Jetson T4000

NVIDIA
shipping
Announced
Expected: Available to order (Jan 2026)
1200 (FP4 sparse TFLOPS) what is this?
Source

Intel Core Ultra Series 3 (Panther Lake)

Intel
shipping
Announced
Expected: Launched; edge systems from Q1 2026
50 TOPS (not stated) what is this?
Source

AMD Ryzen AI 400 / PRO 400 (Gorgon Point)

AMD
shipping
Announced
Expected: OEM systems from Q1 2026
60 TOPS (not stated) what is this?
Source

Axelera Europa AIPU (Edge 232p / Server 250p)

Axelera AI
shipping
Announced
Expected: Shipping (launch 2026-09-15; originally H1 2026)
629 TOPS (INT8 (also INT4/INT16)) what is this?
Source

Apple M5

Apple
shipping
Announced
Expected: Shipping
Source

NVIDIA Jetson AGX Thor Dev Kit / T5000

NVIDIA
shipping
Announced
Expected: Generally available (2025-08-25)
2070 (FP4 sparse TFLOPS) what is this?
Source

Hailo-10H

Hailo
shipping
Announced
Expected: Generally available (2025-07-22); automotive SOP 2026
40 TOPS (INT4 (20 INT8)) what is this?
Source
How to read these numbers
Every number is labelled. Confidence: A MLPerf closed, audited · B documented third-party method · C community / review · D vendor-published, not independently verified · E estimate. Power basis: measured with the result · spec vendor spec/envelope · power n/a not published.

Machine-readable: /find.json (see llms.txt); full tables are in “Show data”. Confidence grades: A audited MLPerf closed · B documented third-party · C community · D vendor-published · E estimate. Unknown values are shown as unknown, never estimated. Generated 2026-10-16 from public sources.