Answers: common edge-AI hardware questions
Short answers generated only from cited HWBench data. Each links to its sources and shows result dates.
- What is the best board for YOLO object detection?
Hailo-8 (M.2/PCIe, x86 host): 1036 FPS (yolov8n, INT8 (Hailo quantized); grade D; undated). Next: NVIDIA DGX Spark 990 FPS; Hailo-10H (M.2/PCIe, x86 host) 375 F… - Which board runs YOLO fastest under 30 W and $600?
Hailo-8 (M.2/PCIe, x86 host): 1036 FPS (yolov8n, INT8 (Hailo quantized); grade D; undated). Next: Hailo-10H (M.2/PCIe, x86 host) 375 FPS; Apple M4 (10-core GPU,… - Which board runs YOLOv8 fastest under 10 W?
Hailo-10H (M.2/PCIe, x86 host): 76.20 FPS (yolov8m, INT8 (Hailo quantized); grade D; undated). Next: Hailo-8 (M.2/PCIe, x86 host) 66.90 FPS; Hailo-8L (M.2/PCIe,… - Which board runs YOLO fastest under 5 W?
Hailo-8 (M.2/PCIe, x86 host): 1036 FPS (yolov8n, INT8 (Hailo quantized); grade D; undated). Next: Hailo-10H (M.2/PCIe, x86 host) 375 FPS; Apple M4 (10-core GPU,… - How fast is YOLOv8n on M.2 AI accelerators?
Hailo-8 (M.2/PCIe, x86 host): 1036 FPS (yolov8n, INT8 (Hailo quantized); grade D; undated). Next: Hailo-10H (M.2/PCIe, x86 host) 375 FPS; Hailo-8L (M.2/PCIe, x8… - Which hardware is fastest for small YOLO models at batch 8?
Hailo-8 (M.2/PCIe, x86 host): 633 FPS (yolov5s_wo_spp, INT8 (Hailo quantized); grade D; undated). Next: Hailo-10H (M.2/PCIe, x86 host) 370 FPS; Hailo-8L (M.2/PC… - Which hardware runs Llama 2 7B at 20 tokens/s or more?
Apple M5 Ultra (80-core GPU, 1228 GB/s): 179 tok/s (Llama 2 7B, Q4_0; grade C; 2026-10-01). Next: Apple M5 Max (40-core GPU, 614 GB/s) 120 tok/s; AMD Ryzen AI M… - What is the fastest local LLM hardware under 60 W?
Intel 13900K (Nvidia 5090) (as tested by Jeff Geerling): 271 tok/s (Llama 3.2:3b, as in linked issue (Ollama default tags are 4-bit); grade D; undated). Next: I… - What is the fastest local LLM hardware under $2,000?
Intel 265K Custom PC (Nvidia RTX 4090) (as tested by Jeff Geerling): 335 tok/s (Llama 3.2:3b, as in linked issue (Ollama default tags are 4-bit); grade C; undat… - Which hardware runs speech-to-text under 50 ms?
Qualcomm Snapdragon X2 Elite (CRD): 408 FPS (whisper_base / decoder, float; grade D; 2026 (year only)). Next: Qualcomm Snapdragon X Elite (CRD) 272 FPS; Hailo-8… - Which board is best for instance segmentation under $300?
Hailo-8 (M.2/PCIe, x86 host): 528 FPS (yolov8n_seg, INT8 (Hailo quantized); grade D; undated). Next: Hailo-10H (M.2/PCIe, x86 host) 311 FPS; Hailo-8L (M.2/PCIe,… - Which board is best for semantic segmentation under 5 W?
Hailo-10H (M.2/PCIe, x86 host): 667 FPS (unet_mobilenet_v2, INT8 (Hailo quantized); grade D; undated). Next: Hailo-8 (M.2/PCIe, x86 host) 662 FPS; Qualcomm Snap… - Which AI PC is fastest for image classification?
Qualcomm Snapdragon X2 Elite (CRD): 3953 FPS (mobilenet_v2, w8a16; grade D; 2026 (year only)). Next: Qualcomm Snapdragon X Elite (CRD) 2203 FPS. Like-for-like g… - Which board is fastest for image classification under 10 W?
Qualcomm Snapdragon X2 Elite (CRD): 3953 FPS (mobilenet_v2, w8a16; grade D; 2026 (year only)). Next: Hailo-10H (M.2/PCIe, x86 host) 2798 FPS; Hailo-8 (M.2/PCIe,… - What is the best board for pose estimation?
Qualcomm Snapdragon X2 Elite (CRD): 1855 FPS (hrnet_pose, w8a8; grade D; 2026 (year only)). Next: Qualcomm Snapdragon X Elite (CRD) 938 FPS; Qualcomm Dragonwing… - Which board is best for pose estimation under 15 W?
Qualcomm Snapdragon X2 Elite (CRD): 1855 FPS (hrnet_pose, w8a8; grade D; 2026 (year only)). Next: Qualcomm Snapdragon X Elite (CRD) 938 FPS; Qualcomm Dragonwing… - Hailo-8 vs Jetson Orin Nano Super for vision?
Hailo-8 (M.2/PCIe, x86 host) is faster in 1 of 1 like-for-like comparisons. Example, object detection (nano (YOLO-n), batch 1): Hailo-8 (M.2/PCIe, x86 host) 103… - How much faster is a Raspberry Pi 5 with the AI HAT+?
Raspberry Pi 5 + AI HAT+ (Hailo-8) is faster in 3 of 3 like-for-like comparisons. Example, object detection (nano (YOLO-n), batch 1): Raspberry Pi 5 + AI HAT+ (… - Jetson AGX Orin vs DGX Spark: how do they compare?
NVIDIA DGX Spark is faster in 4 of 4 like-for-like comparisons. Example, object detection (nano (YOLO-n), batch 1): NVIDIA DGX Spark 990 vs NVIDIA Jetson AGX Or… - DGX Spark vs Dell Pro Max with GB10 (same chip)?
NVIDIA DGX Spark is faster in 1 of 1 like-for-like comparisons. Example, LLM generation (LLM 5–14B, batch 1): NVIDIA DGX Spark 60.39 vs Dell Pro Max with GB10 2… - Hailo-8 vs Hailo-10H: which is faster?
Split: Hailo-8 (M.2/PCIe, x86 host) faster in 20, Hailo-10H (M.2/PCIe, x86 host) in 6 of 26. Example, object detection (nano (YOLO-n), batch 1): Hailo-8 (M.2/PC…
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.