llamaperf

M4 24GB vs NVIDIA RTX Pro 6000 Blackwell for local LLMs

8 reports on the M4 24GB and 71 on the NVIDIA RTX Pro 6000 Blackwell

Which is faster for local LLMs?

On Qwen3.8 27B at 4-bit, the M4 24GB has 6.5 generation tokens/s (one run); prompt processing 60.8 tokens/s (one run); the NVIDIA RTX Pro 6000 Blackwell has 67.0 generation tokens/s (one run). Those are community reports whose engines and settings differ, so the gap is a rough sign, not a controlled measure of the two cards. Memory bandwidth, which caps how fast a card can write, is 14.9x higher on the NVIDIA RTX Pro 6000 Blackwell (120 GB/s on the M4 24GB, 1,792 on the NVIDIA RTX Pro 6000 Blackwell).

M4 24GB
Memory
24GB unified
Memory bandwidth
120 GB/s
FP16 compute
4.3 TFLOPS
Reports
8
NVIDIA RTX Pro 6000 Blackwell
Memory
96GB
Memory bandwidth
1,792 GB/s
FP16 compute
503 TFLOPS
Reports
71

Measured on both

Generation and prompt processing speeds from plain runs (one device, one request, no speculative decoding, the whole model in the device's memory) of the same model size at the same bit class. Each side shows the engines and reported context behind its median. Context can mean a configured window or prompt depth, so these are community comparisons with differing settings. How to read these

ModelM4 24GBNVIDIA RTX Pro 6000 Blackwell
Qwen3.8 27B4-bit6.5one runPP 60.8 (one run)llama.cppcontext not stated67.0one runengine not statedcontext not stated

Estimated by the calculator

The quant the calculator recommends for each card and its estimated speed at a 32,768-token context with 32 GB of system RAM, from memory bandwidth and the model's shape. Where a model was also measured above, the measurement wins.

ModelM4 24GBNVIDIA RTX Pro 6000 Blackwell
Qwen3.8 27B10.8 t/sQ2_K18.3 t/sFP16
Qwen3.8 125B · 6B activedoesn't fit at these settings83.1 t/sQ5_K_S
Qwen3.6 35B · 3B active35.8 t/sQ2_K57.5 t/sFP16
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settings130.8 t/sQ2_K
Qwen3.6 27B10.8 t/sQ2_K18.3 t/sFP16
Gemma 4 26B · 4B active24.1 t/sQ3_K_S49.3 t/sFP16
DeepSeek V4.1 Flash 552B · 16B activedoesn't fit at these settingsdoesn't fit at these settings

Change the context, RAM or model in the calculator: M4 24GB · NVIDIA RTX Pro 6000 Blackwell

Every report on each card, with its source: M4 24GB · NVIDIA RTX Pro 6000 Blackwell

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