llamaperf

M3 Ultra 512GB vs M5 Max 48GB for local LLMs

40 reports on the M3 Ultra 512GB and 66 on the M5 Max 48GB

Which is faster for local LLMs?

On Qwen3 32B at 4-bit, the M3 Ultra 512GB has 31.2 generation tokens/s (one run); the M5 Max 48GB has 27.4 generation tokens/s (2 runs); prompt processing 699.0 tokens/s (2 runs). 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 33% higher on the M3 Ultra 512GB (819 GB/s on the M3 Ultra 512GB, 614 on the M5 Max 48GB).

M3 Ultra 512GB
Memory
512GB unified
Memory bandwidth
819 GB/s
FP16 compute
28.4 TFLOPS
Reports
40
M5 Max 48GB
Memory
48GB unified
Memory bandwidth
614 GB/s
FP16 compute
not on record
Reports
66

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

ModelM3 Ultra 512GBM5 Max 48GB
Qwen3 32B4-bit31.2one runMLX1K context27.42 runsPP 699.0 (2 runs)llama.cpp, MLXcontext 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.

ModelM3 Ultra 512GBM5 Max 48GB
Qwen3 32B6.7 t/sFP1624.4 t/sQ5_K_S
Qwen3.8 27B8.0 t/sFP1622.3 t/sQ6_K
Qwen3.8 125B · 6B active13.6 t/sFP16doesn't fit at these settings
Qwen3.6 35B · 3B active28.7 t/sFP1688.4 t/sQ5_K_M
DeepSeek V4 Flash 284B · 13B active22.6 t/sQ8_0doesn't fit at these settings
Qwen3.6 27B8.0 t/sFP1622.3 t/sQ6_K
Gemma 4 26B · 4B active21.5 t/sFP1643.2 t/sQ8_0

Change the context, RAM or model in the calculator: M3 Ultra 512GB · M5 Max 48GB

Every report on each card, with its source: M3 Ultra 512GB · M5 Max 48GB

More comparisons