HWBenchedge-AI hardware data, cited & graded

Dell Pro Max with GB10 vs Qualcomm Snapdragon X2 Elite (CRD)

DellAI mini-PC · no photo yet
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QualcommAI PC · no photo yet
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No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

Dell Pro Max with GB10Qualcomm Snapdragon X2 Elite (CRD)
Best object detection78.73 FPS A
undated
1502 FPS D
2026 (year only)
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data2 of 76 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
Qualcomm Snapdragon X2 Elite (CRD)1502 FPS
inference_time · b=1
yolov8_det / YOLOv8-Detection
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (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

Only Qualcomm Snapdragon X2 Elite (CRD) has published instance segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X2 Elite (CRD)1311 FPS
inference_time · b=1
yolov8_seg / YOLOv8-Segmentation
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · unknown
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

Dell Pro Max with GB10:

◌

No published instance segmentation results for Dell Pro Max with GB10 or Qualcomm Snapdragon X2 Elite (CRD) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

Only Qualcomm Snapdragon X2 Elite (CRD) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X2 Elite (CRD)1855 FPS
inference_time · b=1
hrnet_pose
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mid-size CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

Dell Pro Max with GB10:

◌

No published pose estimation results for Dell Pro Max with GB10 or Qualcomm Snapdragon X2 Elite (CRD) 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 Qualcomm Snapdragon X2 Elite (CRD) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X2 Elite (CRD)3953 FPS
inference_time · b=1
mobilenet_v2
w8a16 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

Dell Pro Max with GB10:

◌

No published image classification results for Dell Pro Max with GB10 or Qualcomm Snapdragon X2 Elite (CRD) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

Only Qualcomm Snapdragon X2 Elite (CRD) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X2 Elite (CRD)609 FPS
inference_time · b=1
deeplabv3_plus_mobilenet
w8a8 · Qualcomm AI Hub onnx (QAIRT 2.50.0.260828221209) · mobile-class CNN
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

Dell Pro Max with GB10:

◌

No published semantic segmentation results for Dell Pro Max with GB10 or Qualcomm Snapdragon X2 Elite (CRD) 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

Only Qualcomm Snapdragon X2 Elite (CRD) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
Qualcomm Snapdragon X2 Elite (CRD)408 FPS
inference_time · b=1
whisper_base / decoder
float · Qualcomm AI Hub precompiled_qnn_onnx (QAIRT 2.50.0.260828221209) · Whisper base
Dunknown power n/a
no power published
Qualcomm AI Hub Models perf.yaml (BSD-3)
2026 (year only)

Dell Pro Max with GB10:

◌

No published speech-to-text results for Dell Pro Max with GB10 or Qualcomm Snapdragon X2 Elite (CRD) 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

Qualcomm Snapdragon X2 Elite (CRD):

◌

No published LLM generation results for Qualcomm Snapdragon X2 Elite (CRD) 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.