llamaperf

M4 Max 128GB vs AMD RX 6700 XT for local LLMs

52 reports on the M4 Max 128GB and 4 on the AMD RX 6700 XT

Which is faster for local LLMs?

On Gemma 4 12B at 4-bit, the M4 Max 128GB has 54.5 generation tokens/s (one run); prompt processing 589.0 tokens/s (one run); the AMD RX 6700 XT has 34.6 generation tokens/s (one run); prompt processing 653.9 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 42% higher on the M4 Max 128GB (546 GB/s on the M4 Max 128GB, 384 on the AMD RX 6700 XT).

M4 Max 128GB
Memory
128GB unified
Memory bandwidth
546 GB/s
FP16 compute
18.4 TFLOPS
Reports
52
AMD RX 6700 XT
Memory
12GB
Memory bandwidth
384 GB/s
FP16 compute
26.4 TFLOPS
Reports
4

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 Max 128GBAMD RX 6700 XT
Gemma 4 12B4-bit54.5one runPP 589.0 (one run)llama.cppcontext not stated34.6one runPP 653.9 (one run)llama.cpp8K 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 Max 128GBAMD RX 6700 XT
Gemma 4 12B15.2 t/sFP1631.3 t/sQ4_K_M
Qwen3.8 27B6.7 t/sFP161.6 t/sQ8_0, layers on CPU
Qwen3.8 125B · 6B active30.7 t/sQ5_K_Sdoesn't fit at these settings
Qwen3.6 35B · 3B active21.2 t/sFP1613.3 t/sQ6_K, experts in RAM
DeepSeek V4 Flash 284B · 13B active48.3 t/sQ2_Kdoesn't fit at these settings
Qwen3.6 27B6.7 t/sFP161.6 t/sQ8_0, layers on CPU
Gemma 4 26B · 4B active18.2 t/sFP1662.7 t/sQ2_K

Change the context, RAM or model in the calculator: M4 Max 128GB · AMD RX 6700 XT

Every report on each card, with its source: M4 Max 128GB · AMD RX 6700 XT

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