llamaperf

M4 Pro 64GB vs NVIDIA RTX Pro 6000 Blackwell for local LLMs

33 reports on the M4 Pro 64GB and 70 on the NVIDIA RTX Pro 6000 Blackwell

Which is faster for local LLMs?

On Qwen3.8 27B at 4-bit, the M4 Pro 64GB has 12.9 generation tokens/s (4 runs); prompt processing 126.2 tokens/s (4 runs); 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 6.6x higher on the NVIDIA RTX Pro 6000 Blackwell (273 GB/s on the M4 Pro 64GB, 1,792 on the NVIDIA RTX Pro 6000 Blackwell). Across 1 shared models with generation measurements on both cards, the M4 Pro 64GB's median is higher on 0 and the NVIDIA RTX Pro 6000 Blackwell's on 1.

M4 Pro 64GB
Memory
64GB unified
Memory bandwidth
273 GB/s
FP16 compute
9.2 TFLOPS
Reports
33
NVIDIA RTX Pro 6000 Blackwell
Memory
96GB
Memory bandwidth
1,792 GB/s
FP16 compute
503 TFLOPS
Reports
70

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 Pro 64GBNVIDIA RTX Pro 6000 Blackwell
Qwen3.8 27B4-bit12.94 runsPP 126.2 (4 runs)llama.cpp, 2 not statedcontext not stated67.0one runengine not statedcontext not stated
Qwen3.5 35B · 3B active8-bit49.3one runengine not stated512 context-0 runsPP 16459.6 (one run)llama.cpp2K context

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 Pro 64GBNVIDIA RTX Pro 6000 Blackwell
Qwen3.8 27B7.7 t/sQ8_018.3 t/sFP16
Qwen3.5 35B · 3B active24.1 t/sQ8_057.5 t/sFP16
Qwen3.8 125B · 6B active34.9 t/sQ2_K83.1 t/sQ5_K_S
Qwen3.6 35B · 3B active24.1 t/sQ8_057.5 t/sFP16
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settings130.8 t/sQ2_K
Qwen3.6 27B7.7 t/sQ8_018.3 t/sFP16
Gemma 4 26B · 4B active20.7 t/sQ8_049.3 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 Pro 64GB · NVIDIA RTX Pro 6000 Blackwell

Every report on each card, with its source: M4 Pro 64GB · NVIDIA RTX Pro 6000 Blackwell

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