llamaperf

M4 Max 128GB vs AMD Radeon AI PRO R9700 32GB for local LLMs

52 reports on the M4 Max 128GB and 61 on the AMD Radeon AI PRO R9700 32GB

Which is faster for local LLMs?

On Qwen3.8 27B at 4-bit, the M4 Max 128GB has 21.8 generation tokens/s (one run); prompt processing 236.6 tokens/s (one run); the AMD Radeon AI PRO R9700 32GB has 29.8 generation tokens/s (3 runs); prompt processing 1287.0 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 17% higher on the AMD Radeon AI PRO R9700 32GB (546 GB/s on the M4 Max 128GB, 640 on the AMD Radeon AI PRO R9700 32GB). Across 2 shared models with generation measurements on both cards, the M4 Max 128GB's median is higher on 1 and the AMD Radeon AI PRO R9700 32GB's on 1.

M4 Max 128GB
Memory
128GB unified
Memory bandwidth
546 GB/s
FP16 compute
18.4 TFLOPS
Reports
52
AMD Radeon AI PRO R9700 32GB
Memory
32GB
Memory bandwidth
640 GB/s
FP16 compute
191 TFLOPS
Reports
61

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 Radeon AI PRO R9700 32GB
Qwen3.8 27B4-bit21.8one runPP 236.6 (one run)llama.cppcontext not stated29.83 runsPP 1287.0 (one run)llama.cpp, 1 not stated2K context, 2 not stated
Qwen3.6 35B · 3B active4-bit81.1one runPP 1423.5 (one run)llama.cppcontext not stated61.4one runPP 7800.0 (one run)vLLM256K 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 Radeon AI PRO R9700 32GB
Qwen3.8 27B6.7 t/sFP1616.0 t/sQ6_K
Qwen3.6 35B · 3B active21.2 t/sFP1658.2 t/sQ5_K_M
Qwen3.8 125B · 6B active30.7 t/sQ5_K_S18.7 t/sQ2_K, experts in RAM
DeepSeek V4 Flash 284B · 13B active48.3 t/sQ2_Kdoesn't fit at these settings
Qwen3.6 27B6.7 t/sFP1616.0 t/sQ6_K
Gemma 4 26B · 4B active18.2 t/sFP1640.9 t/sQ6_K
GLM-5.3 320B · 18B activedoesn't fit at these settingsdoesn't fit at these settings
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 Max 128GB · AMD Radeon AI PRO R9700 32GB

Every report on each card, with its source: M4 Max 128GB · AMD Radeon AI PRO R9700 32GB

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