HWBench

Dell Pro Max with GB10 vs Minisforum MS-R1 (as tested by Jeff Geerling)

Split result: Dell Pro Max with GB10 is faster in 2 and Minisforum MS-R1 (as tested by Jeff Geerling) in 1 of 3 like-for-like comparisons.

Dell Pro Max with GB10Minisforum MS-R1 (as tested by Jeff Geerling)
Best LLM generation97.93 tok/s C
2026-09-22 (page last edited)
71.36 tok/s C
2025-11-10 (page last edited)
Power129 W ● Measured, Whole systemn/a
Perf / W0.762 tok/s/W ● Measured, Whole systemn/a
Pricen/an/a
Workloads with data2 of 71 of 7

Best published LLM generation 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

Only Dell Pro Max with GB10 has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
Dell Pro Max with GB1078.73 FPS
throughput_offline · b=unknown
MLPerf yolo-95
fp4 · CUDA 13.0 · unknown
Aunknown power not published
not published
MLPerf Inference v6.1, closed division, edge suite
2026-09-16 (published)

Minisforum MS-R1 (as tested by Jeff Geerling):

◌

No published object detection results for Minisforum MS-R1 (as tested by Jeff Geerling) 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.

instance segmentation

◌

No published instance segmentation results for Dell Pro Max with GB10 or Minisforum MS-R1 (as tested by Jeff Geerling) 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 Dell Pro Max with GB10 or Minisforum MS-R1 (as tested by Jeff Geerling) 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 Dell Pro Max with GB10 or Minisforum MS-R1 (as tested by Jeff Geerling) 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 Dell Pro Max with GB10 or Minisforum MS-R1 (as tested by Jeff Geerling) 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 Dell Pro Max with GB10 or Minisforum MS-R1 (as tested by Jeff Geerling) 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: model-size class LLM 5–14B, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Minisforum MS-R1 (as tested by Jeff Geerling)34.52 tok/s
generation_throughput · b=1
llama3.1:8b
Ollama default tag (4-bit unless tag says otherwise) · Ollama (geerlingguy/ollama-benchmark) · LLM 5–14B
Cunknown power not published
not published
Jeff Geerling ai-benchmarks issue results (comments)
2025-11-10 (page last edited)
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, Whole system
reported in result source — Measured, Whole system
Jeff Geerling ai-benchmarks README (Findings tables)
2026-09-22 (page last edited)
✓ Like-for-like: model-size class LLM ≤4B, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Dell Pro Max with GB1097.93 tok/s
generation_throughput · b=1
Llama 3.2:3b
as in linked issue (Ollama default tags are 4-bit) · Ollama / llama.cpp (see linked issue) · LLM ≤4B
C129 W ● Measured, Whole system
reported in result source — Measured, Whole system
Jeff Geerling ai-benchmarks README (Findings tables)
2026-09-22 (page last edited)
Minisforum MS-R1 (as tested by Jeff Geerling)71.36 tok/s
generation_throughput · b=1
llama3.2:3b
Ollama default tag (4-bit unless tag says otherwise) · Ollama (geerlingguy/ollama-benchmark) · LLM ≤4B
Cunknown power not published
not published
Jeff Geerling ai-benchmarks issue results (comments)
2025-11-10 (page last edited)
✓ Like-for-like: model-size class LLM >40B, batch 1. Model, precision and stack may still differ.
PlatformResultModel · precision · stackGradePowerSource
Dell Pro Max with GB104.71 tok/s
generation_throughput · b=1
Llama 3.1:70b
as in linked issue (Ollama default tags are 4-bit) · Ollama / llama.cpp (see linked issue) · LLM >40B
C156 W ● Measured, Whole system
reported in result source — Measured, Whole system
Jeff Geerling ai-benchmarks README (Findings tables)
2026-09-22 (page last edited)
Minisforum MS-R1 (as tested by Jeff Geerling) CPU-only0.770 tok/s
generation_throughput · b=1
Llama 3.1:70b
as in linked issue (Ollama default tags are 4-bit) · Ollama / llama.cpp (see linked issue) · LLM >40B
C38.20 W ● Measured, Whole system
reported in result source — Measured, Whole system
Jeff Geerling ai-benchmarks README (Findings tables)
2026-09-22 (page last edited)

Grades: A audited MLPerf · B third-party · C community · D vendor. How we rank · JSON