Side-by-side simulation · recommended settings

Mac Studio M4 Max 64GB vs 128GB: How much for local AI?

Start with 64GB if one model and your usual apps fit. For larger resident models or frequent model switching, check whether 128GB reduces reloading and memory shortages.

Choose devices and a model

Comparison mode
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Same 117output tokens. Only evidence-qualified acceleration is selected automatically; runtime formats are shown on each device.

Left

Ready

Studio M4 Max 64GB

First token1.5 ~ 3.1 s
Prefill1,316 ~ 2,751 tok/s
Decode39.2 ~ 81.9 tok/s

Press Start above to generate the same answer on both devices.

MLX 4-bit0.0s · 0/117

Right

Ready

Studio M4 Max 128GB

First token1.5 ~ 3.1 s
Prefill1,316 ~ 2,751 tok/s
Decode39.2 ~ 81.9 tok/s

Press Start above to generate the same answer on both devices.

MLX 4-bit0.0s · 0/117

With these settings, total timeis similar on both devices.

Compare from input processing to completion of 117 token response.

Which one fits my needs?

Answer completion

Similar

Total answer time is similar with these settings.

Prompt processing

Similar

Prefill performance is similar at this input length.

Image and video generation

Check the media model

LLM speed does not tell you media-generation performance. Choose the image or video model and resolution separately.

Runtime

Settings for your hardware

MLX 4-bit / MLX 4-bit. When runtime paths differ, the speed gap also includes software and model-format differences.

Estimated power draw

Studio M4 Max 64GB

Estimated LLM power draw is lower at about 120 W. Noise and physical size need a separate check.

Local pricing

Studio M4 Max 64GB is about 325 × KRW 10,000 cheaper based on the median price. If the speeds are similar, the cheaper one is the balancing choice.

Before choosing hardware

MeasureStudio M4 Max 64GBStudio M4 Max 128GB
Available fast memory56GB114GB
Memory bandwidth546GB/s546GB/s
Estimated total time4.5 s4.5 s
Estimated sustained LLM loadabout 120Wabout 130W
Korean price range (KRW)509–509 × KRW 10,000780–888 × KRW 10,000
Studio M4 Max 64GB details (Korean)
Studio M4 Max 128GB details (Korean)

Estimated ranges for one user. Multi-GPU and multi-device results depend on the runtime and interconnect.

Will you keep frequently used models resident?

If every model switch means waiting for a load, switching time matters alongside answer speed. Decide whether to keep one large model or several smaller ones resident. The 128GB configuration leaves more room for that workflow. oMLX's pinning and unload settings can also reveal waiting you can reduce with current capacity.

Include workloads with growing conversation history

A short first question may not reveal the capacity difference. Compare long documents and follow-up questions that require a larger KV cache. Check that requests finish while other apps are open to choose memory for the work you actually do.

The extra cost buys capacity on the same chip

This pair compares memory options on M4 Max. If the goal is a substantial speed improvement on the same model, open comparisons with a higher-tier chip or another device. Allocate the extra budget after deciding whether the required improvement is capacity or faster computation.