HWBenchedge-AI hardware data, cited & graded

AMD Ryzen AI processor (SKU not stated) vs Dell Pro Max with GB10

AMDAI PC · no photo yet
No licensed photo available — placeholder drawing.
DellAI mini-PC · no photo yet
No licensed photo available — placeholder drawing.

No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

AMD Ryzen AI processor (SKU not stated)Dell Pro Max with GB10
Best object detection144 FPS D
2025 (year only)
78.73 FPS A
undated
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data1 of 72 of 7

Best published object detection result per platform. n/a = not published; never estimated.

Show data — all workloads, sources and like-for-like groups

object detection

⚠ MIXED COMPARISON — not like-for-like. Baseline unknown at batch 1. Differs: batch unknown vs 1.
PlatformResultModel · precision · stackGradePowerSource
AMD Ryzen AI processor (SKU not stated)144 FPS
latency · b=1
Yolo face v8n-v2 (AMD custom single-class YOLO)
A8W8 (Quark) · ONNX Runtime + Vitis AI EP (Ryzen AI SW) · unknown
Dunknown power n/a
no power published
AMD technical article: AI inference acceleration on Ryzen AI with Quark (Table 5)
2025 (year only)
Dell Pro Max with GB10
MIXED: batch unknown vs 1
78.73 FPS
throughput_offline · b=unknown
MLPerf yolo-95
fp4 · CUDA 13.0 · unknown
Aunknown power n/a
no power published
MLPerf Inference v6.1 (closed, edge) ID Dell_Pro_Max_GB10x1
undated

No shared like-for-like group exists for this pair.

instance segmentation

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No published instance segmentation results for AMD Ryzen AI processor (SKU not stated) or Dell Pro Max with GB10 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

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No published pose estimation results for AMD Ryzen AI processor (SKU not stated) or Dell Pro Max with GB10 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

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No published image classification results for AMD Ryzen AI processor (SKU not stated) or Dell Pro Max with GB10 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

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No published semantic segmentation results for AMD Ryzen AI processor (SKU not stated) or Dell Pro Max with GB10 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

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No published speech-to-text results for AMD Ryzen AI processor (SKU not stated) or Dell Pro Max with GB10 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

LLM generation

Only Dell Pro Max with GB10 has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
Dell Pro Max with GB1023.92 tok/s
generation_throughput · b=1
DeepSeek R1 14b
as in linked issue (Ollama default tags are 4-bit) · Ollama / llama.cpp (see linked issue) · LLM 5–14B
C138 W measured
reported in result source — measured
Jeff Geerling ai-benchmarks README (Findings tables)
undated

AMD Ryzen AI processor (SKU not stated):

◌

No published LLM generation results for AMD Ryzen AI processor (SKU not stated) or Dell Pro Max with GB10 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

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.