HWBenchedge-AI hardware data, cited & graded

Apple Mac mini M4 Pro 64GB vs Qualcomm Snapdragon X2 Elite (CRD)

Apple Mac mini (M4, 2024), small silver aluminium desktop, front view
Apple Mac mini (M4, 2024) — the M4 Pro model shares this enclosure. Photo: Seasider53, CC BY 4.0, via Wikimedia Commons.
QualcommAI 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.

Apple Mac mini M4 Pro 64GBQualcomm Snapdragon X2 Elite (CRD)
Best LLM generation5.48 tok/s C
2026 (year only)
n/a
Power80.00 W measuredn/a
Perf / W0.0685 tok/s/W measuredn/a
Pricen/an/a
Workloads with data1 of 76 of 7

Best published LLM generation result per platform. n/a = not published; never estimated.

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

object detection

Only Qualcomm Snapdragon X2 Elite (CRD) has published object detection results.

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)

Apple Mac mini M4 Pro 64GB:

◌

No published object detection results for Apple Mac mini M4 Pro 64GB 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.

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)

Apple Mac mini M4 Pro 64GB:

◌

No published instance segmentation results for Apple Mac mini M4 Pro 64GB 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)

Apple Mac mini M4 Pro 64GB:

◌

No published pose estimation results for Apple Mac mini M4 Pro 64GB 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)

Apple Mac mini M4 Pro 64GB:

◌

No published image classification results for Apple Mac mini M4 Pro 64GB 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)

Apple Mac mini M4 Pro 64GB:

◌

No published semantic segmentation results for Apple Mac mini M4 Pro 64GB 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)

Apple Mac mini M4 Pro 64GB:

◌

No published speech-to-text results for Apple Mac mini M4 Pro 64GB 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 Apple Mac mini M4 Pro 64GB has published LLM generation results.

PlatformResultModel · precision · stackGradePowerSource
Apple Mac mini M4 Pro 64GB5.48 tok/s
tg · b=unknown
70B-class LLM (Q4)
~Q4 · as reviewed (Ollama/llama.cpp class) · LLM >40B
C80.00 W measured
reported in result source — measured
vminstall.com review
2026 (year only)

Qualcomm Snapdragon X2 Elite (CRD):

◌

No published LLM generation results for Qualcomm Snapdragon X2 Elite (CRD) or Apple Mac mini M4 Pro 64GB 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.