HWBench

AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S): edge AI benchmarks

Vendor AMDForm factor AI mini-PCCompute GPU (iGPU)Indicative price unknownPower envelope 120 W
spec: SoC cTDP 45–120 W, default TDP 55 W (AMD product pages, identical for 395 and PRO 395); 16 Zen 5 cores, Radeon 8060S 40 CUs, NPU up to 50 TOPS, max memory 128 GB; system power not included; price unknown
Published rows 22

CPU-only marks 1 result(s) run on the CPU without the accelerator (per the source's submission notes).

Key results

Best published result per workload for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S)
WorkloadBest resultModel · precisionPower · perf/WGrade · dateSource
object detection476 FPS
batch 1
YOLO26n
FP32 · Ultralytics 8.4.165 ONNX Runtime MIGraphX EP
120 W (spec)
3.97 FPS/W
B 2026-10-04 (page last edited)Ultralytics documentation: AMD ROCm/MIGraphX integration benchmark
LLM generation94.64 tok/s
batch unknown
Qwen3-Coder 30B-A3B
UD-Q4_K_XL · llama.cpp Vulkan RADV b10687
120 W (spec)
0.789 tok/s/W
C 2026-10-02 (page last edited)StrixHaloGuide evidence (llama-bench, 20 repeats)
LLM prefill1264 tok/s
batch unknown
Qwen3-Coder 30B-A3B
UD-Q4_K_XL · llama.cpp Vulkan RADV b10687
120 W (spec)
10.53 tok/s/W
C 2026-10-02 (page last edited)StrixHaloGuide evidence (llama-bench, 20 repeats)

Best published result per workload, across model sizes. For like-for-like groups, open the per-workload tables below.

Show data — per-workload tables

object detection

Like-for-like groupBest resultModel · precision · stackGradePowerSource · dateRank in group
nano (YOLO-n) · b=1476 FPSYOLO26n
FP32 · Ultralytics 8.4.165 ONNX Runtime MIGraphX EP
B120 W specUltralytics documentation: AMD ROCm/MIGraphX integration benchmark
2026-10-04 (page last edited)
6 of 27
small (YOLO-s) · b=1213 FPSYOLO26s
FP32 · Ultralytics 8.4.165 ONNX Runtime MIGraphX EP
B120 W specUltralytics documentation: AMD ROCm/MIGraphX integration benchmark
2026-10-04 (page last edited)
7 of 22
medium (YOLO-m) · b=191.74 FPSYOLO26m
FP32 · Ultralytics 8.4.165 ONNX Runtime MIGraphX EP
B120 W specUltralytics documentation: AMD ROCm/MIGraphX integration benchmark
2026-10-04 (page last edited)
8 of 20
large (YOLO-l) · b=166.67 FPSYOLO26l
FP32 · Ultralytics 8.4.165 ONNX Runtime MIGraphX EP
B120 W specUltralytics documentation: AMD ROCm/MIGraphX integration benchmark
2026-10-04 (page last edited)
5 of 6
xlarge (YOLO-x) · b=136.90 FPSYOLO26x
FP32 · Ultralytics 8.4.165 ONNX Runtime MIGraphX EP
B120 W specUltralytics documentation: AMD ROCm/MIGraphX integration benchmark
2026-10-04 (page last edited)
5 of 6

instance segmentation

◌

No published instance segmentation results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

◌

No published pose estimation results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

◌

No published image classification results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

◌

No published semantic segmentation results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

speech-to-text

◌

No published speech-to-text results for AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

LLM generation

Like-for-like groupBest resultModel · precision · stackGradePowerSource · dateRank in group
LLM 5–14B · b=111.37 tok/s CPU-onlyDeepSeek R1 14b
as in linked issue (Ollama default tags are 4-bit) · Ollama / llama.cpp (see linked issue)
C140 W measuredJeff Geerling ai-benchmarks README (Findings tables)
2026-09-22 (page last edited)
43 of 54
LLM ≤4B · b=188.14 tok/sLlama 3.2:3b
as in linked issue (Ollama default tags are 4-bit) · Ollama / llama.cpp (see linked issue)
C133 W measuredJeff Geerling ai-benchmarks README (Findings tables)
2026-09-22 (page last edited)
35 of 65
LLM >40B · b=147.80 tok/sQwen3.8-Flash-Next 125B (MoE, 6B active)
not stated · gfx1151 native engine with speculative decoding (not Ollama)
C120 W specAdam Taylor (Adiuvo Engineering) (manual extraction)
2026-09-23 (published)
1 of 11
LLM 15–40B · b=147.50 tok/sQwen3-Coder 30B (MoE, 3.3B active)
not stated per model · Ollama (OpenAI-compatible endpoint)
C120 W specAdam Taylor (Adiuvo Engineering) (manual extraction)
2026-09-23 (published)
19 of 22
LLM 15–40B · b=unknown94.64 tok/sQwen3-Coder 30B-A3B
UD-Q4_K_XL · llama.cpp Vulkan RADV b10687
C120 W specStrixHaloGuide evidence (llama-bench, 20 repeats)
2026-10-02 (page last edited)
1 of 1
LLM >40B · b=unknown62.09 tok/sQwen3-Next 80B-A3B
UD-Q4_K_XL · llama.cpp Vulkan RADV b10687
C120 W specStrixHaloGuide evidence (llama-bench, 20 repeats)
2026-10-02 (page last edited)
1 of 4

LLM prefill

Like-for-like groupBest resultModel · precision · stackGradePowerSource · dateRank in group
LLM 15–40B · b=unknown1264 tok/sQwen3-Coder 30B-A3B
UD-Q4_K_XL · llama.cpp Vulkan RADV b10687
C120 W specStrixHaloGuide evidence (llama-bench, 20 repeats)
2026-10-02 (page last edited)
1 of 1
LLM >40B · b=unknown676 tok/sQwen3-Next 80B-A3B
UD-Q4_K_XL · llama.cpp Vulkan RADV b10687
C120 W specStrixHaloGuide evidence (llama-bench, 20 repeats)
2026-10-02 (page last edited)
1 of 4
Compare with another platform (107)

8xMI355X_2xEPYC_9575F (8x AMD Instinct MI355X 288GB HBM3e) · AMD Alveo V70 (Versal AI Core, XDNA AIE-ML) · AMD Kria KV260 Vision AI Starter Kit (K26 SOM) · AMD Ryzen AI Max+ (Strix Halo) iGPU · AMD Ryzen AI processor (SKU not stated) · AMD Versal AI Core VCK190 (VC1902) · AMD Versal AI Edge Series Gen 2 VEK385 · AMD Versal AI Edge VEK280 (VE2802) · AMD Zynq UltraScale+ ZCU102 (ZU9EG) · AMD Zynq UltraScale+ ZCU104 (ZU7EV) · Altera Agilex 5 FPGA E-Series 065B Modular Development Kit (FPGA AI Suite, OFS PCIe) · Altera Agilex 7 FPGA I-Series Development Kit (FPGA AI Suite) · Apple M4 (10-core GPU, 120 GB/s) · Apple Mac mini M4 Pro 64GB · Axelera Metis Edge 130p PCIe card · Axelera Metis Edge 130p PCIe card (16GB) · Axelera Metis Embedded 113m M.2 card · Cisco UCS C880A M8 (8x NVIDIA B300-SXM-270GB) · Coral Dev Board CPU (quad Cortex-A53 @1.5 GHz, CPU only) · CoreWeave GB200 NVL72 (4x NVIDIA GB200) · CoreWeave GB300 NVL72 (4x NVIDIA GB300) · Dell Pro Max with GB10 · G8825Z5 (8x AMD Instinct MI350X 288GB HBM3e) · G894-AD3-AAX7 (8x NVIDIA B300-SXM-270GB) · G894-SD3-AAX7 (8x NVIDIA B300-SXM-270GB) · G894-ZD3-AAX7 (8x NVIDIA B300-SXM-270GB) · Google Coral Dev Board (Edge TPU) · Google Coral USB Accelerator (Edge TPU) on Xeon Gold 6154 host, USB 3.0 · HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition) · HPE ProLiant Compute DL380a Gen12 (8x NVIDIA RTX PRO 6000 Blackwell Server Edition) · HPE ProLiant Compute XD685 (8x AMD Instinct MI355X 288GB HBM3e) · HPE ProLiant DL385 Gen11 (4x NVIDIA RTX PRO 6000 Blackwell Server Edition) · Hailo-10H (M.2/PCIe, x86 host) · Hailo-8 (M.2/PCIe, x86 host) · Hailo-8L (M.2/PCIe, x86 host) · Intel Arc A-Series Graphics · Intel Arc B-Series Graphics · Intel Atom X6425E · Intel Atom x7425E · Intel Celeron 6305E · Intel Core 5 330 · Intel Core Ultra 7 155H · Intel Core Ultra 7 155H (Meteor Lake) · Intel Core Ultra 7 255H · Intel Core Ultra 7 258V (Lunar Lake) · Intel Core Ultra 7 265H · Intel Core Ultra 7 368H · Intel Core Ultra 9 288V · Intel Core Ultra X7 358H (Panther Lake) · Intel Core i5-1235U · Intel Core i5-1335U · Intel Core i5-13600K · Intel Core i7-1185G7 · Intel Core i7-1185GRE · Intel Core i7-12700H · Intel Core i7-1355U · Intel Data Center GPU Flex 170 · Intel N100 · Intel Xeon Gold 5218T · Intel Xeon Gold 6154 desktop (CPU only, TFLite) · Intel Xeon Gold 6338N · Intel Xeon Platinum 6972P · Intel Xeon Platinum 8280 · Intel Xeon Platinum 8380 · Intel Xeon Platinum 8480+ · Intel Xeon Platinum 8580 · Lattice Avant-E Evaluation Board (sensAI) · Lattice CertusPro-NX Voice and Vision ML Board (sensAI) · Lattice CrossLink-NX-33 Voice and Vision ML Board (sensAI) · Lattice iCE40 UltraPlus Mobile Development Platform (sensAI) · MemryX MX3 M.2 module · Microchip PolarFire SoC Video Kit (VectorBlox CoreVectorBlox) · NDP9120 (N/A) · NUCLEO-L4R5ZI (STM32L4R5ZIT6U) · NUCLEO-U575ZI-Q (STM32U575ZIT6Q) · NVIDIA DGX B200 (8x NVIDIA B200-SXM-180GB) · NVIDIA DGX B300 (8x NVIDIA B300-SXM-270GB) · NVIDIA DGX Spark · NVIDIA GB200 NVL72 (4x NVIDIA GB200) · NVIDIA GB300 NVL72 (4x NVIDIA GB300) · NVIDIA Jetson AGX Orin 64GB · NVIDIA Jetson AGX Thor · NVIDIA Jetson Orin NX 16GB · NVIDIA Jetson Orin Nano Super · NVIDIA Jetson Thor T4000 · Nebius B300 n1 (8x NVIDIA B300-SXM-270GB) · Nebius GB300 NVL72 (4x NVIDIA GB300) · Qualcomm Dragonwing IQ-9075 EVK · Qualcomm Dragonwing RB3 Gen 2 (QCS6490) · Qualcomm Snapdragon X Elite (CRD) · Qualcomm Snapdragon X2 Elite (CRD) · QuantaGrid D75H-10U (8x NVIDIA B300-SXM-270GB) · Raspberry Pi 5 (CPU only) · Raspberry Pi 5 + AI HAT+ (Hailo-8) · Rockchip RK1808 (NPU) · Rockchip RK3562 (NPU) · Rockchip RK3566/RK3568 (NPU) · Rockchip RK3576 (NPU, single core of 2) · Rockchip RK3588 (NPU, single core of 3) · Rockchip RV1109 (NPU) · Rockchip RV1126 (NPU) · Rockchip RV1126B (NPU) · TI AM68A (8 TOPS) · TRIGKEY Mini PC (AMD Ryzen 5 5560U, CPU) · Terasic DE10-Agilex Development Board (Agilex 7, FPGA AI Suite) · XA NB3I-E12 (8x NVIDIA B300-SXM-270GB) · XE7745_8xMI350P_2xEPYC_9455 (8x AMD Instinct MI350P)

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.