Can I Run Mistral Small 3.1 on MacBook Pro 14" (M4 Pro, 24 GB)?

Written by Jakub Rusinowski · Last updated March 17, 2025

Yes, but it is tight

Yes, but it is tight — Mistral Small 3.1 24B at Q4_K_M needs about 16.4 GB of the 18 GB usable on MacBook Pro 14" (M4 Pro, 24 GB), leaving only ~1.6 GB before the runtime starts swapping. Expect ~9.7 tok/s (estimated), with room for about 16,384 tokens of context.

Confidence: medium · Recommended quantization: Q4_K_M · Estimated speed: ~9.7 tok/s

MacBook Pro 14" (M4 Pro, 24 GB) — what it gives a model

Usable memory for models18 GB
Memory bandwidth273 GB/s
Form factorLaptop
Operating systemmacOS
Memory upgradeableNo — soldered
Price$1,999 (lib/data/laptops.ts (street price), checked 2026-07-06)

Mistral Small 3.1 on MacBook Pro 14" (M4 Pro, 24 GB): memory by quantization

QuantMemory neededFits 18 GB?Max contextEst. speedDownload
F1649.3 GB✗ No47.2 GB
Q8_027.2 GB✗ No25.1 GB
Q6_K21.5 GB✗ No19.4 GB
Q5_K_M18.9 GB✗ No16.7 GB
Q4_K_M16.4 GB✓ Yes16K~9.7 tok/s14.2 GB
Q3_K_M12.2 GB✓ Yes32K~13.4 tok/s10.1 GB
Q2_K9.9 GB✓ Yes32K~16.9 tok/s7.8 GB

What to watch out for

MacBook Pro M4 Pro 24 GB limitations

Recommended setup

Ollama or LM Studio (Metal) — MLX for the fastest Apple-native throughput

How these numbers are calculated

FAQ

Can I run Mistral Small 3.1 on MacBook Pro 14" (M4 Pro, 24 GB)?

Yes, but it is tight — Mistral Small 3.1 24B at Q4_K_M needs about 16.4 GB of the 18 GB usable on MacBook Pro 14" (M4 Pro, 24 GB), leaving only ~1.6 GB before the runtime starts swapping. Expect ~9.7 tok/s (estimated), with room for about 16,384 tokens of context.

Which quantization of Mistral Small 3.1 should I use on MacBook Pro 14" (M4 Pro, 24 GB)?

Q4_K_M — it needs about 16.4 GB of the 18 GB available, downloads as roughly 14.2 GB, and runs at an estimated 9.7 tokens/sec with up to 16K of context.

What limits Mistral Small 3.1 on MacBook Pro 14" (M4 Pro, 24 GB)?

Nothing binding — the model fits with headroom and generates at a usable speed on this hardware.

Which runtime should I use?

Ollama or LM Studio (Metal) — MLX for the fastest Apple-native throughput

Other Computers

Other Models on MacBook Pro 14" (M4 Pro, 24 GB)

Mistral Small 3.1 on GPUs

What This Model Is Good At

Model & Tools

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