HWBenchedge-AI hardware data, cited & graded

Dell Pro Max with GB10 vs Intel Xeon Platinum 8580

DellAI mini-PC · no photo yet
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Inteldatacenter server · no photo yet
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Intel Xeon Platinum 8580 is faster in the only like-for-like comparison (largest gap: object detection, 45.03×).

Dell Pro Max with GB10Intel Xeon Platinum 8580
Best object detection78.73 FPS A
undated
3545 FPS D
undated
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data2 of 72 of 7

Best published object detection result per platform (may be from different like-for-like groups — see data). n/a = not published; never estimated.

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

object detection

✓ Like-for-like: model-size class unknown, batch unknown (size or batch not stated by source — unverified). Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Intel Xeon Platinum 8580 CPU-only3545 FPS
throughput (OpenVINO benchmark_app) · b=unknown
yolo_v8n
BF16 · OpenVINO 2026.4.1 · unknown
Dunknown power n/a
no power published
OpenVINO official performance benchmarks (graph-data-ov.json)
undated
Dell Pro Max with GB1078.73 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

instance segmentation

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No published instance segmentation results for Dell Pro Max with GB10 or Intel Xeon Platinum 8580 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 Dell Pro Max with GB10 or Intel Xeon Platinum 8580 yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

Only Intel Xeon Platinum 8580 has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Intel Xeon Platinum 8580 CPU-only39672 FPS
throughput (OpenVINO benchmark_app) · b=unknown
mobilenet-v2
INT8 · OpenVINO 2026.4.1 · mobile-class CNN
Dunknown power n/a
no power published
OpenVINO official performance benchmarks (graph-data-ov.json)
undated

Dell Pro Max with GB10:

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No published image classification results for Dell Pro Max with GB10 or Intel Xeon Platinum 8580 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 Dell Pro Max with GB10 or Intel Xeon Platinum 8580 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 Dell Pro Max with GB10 or Intel Xeon Platinum 8580 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

Intel Xeon Platinum 8580:

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No published LLM generation results for Intel Xeon Platinum 8580 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.