Apple M1 — Local LLM Performance & Compatibility

Written by Jakub Rusinowski · Last updated July 12, 2026

The original Apple Silicon chip. Up to 16 GB unified memory at 68 GB/s limits it to smaller 7–8B models in Q4. The fanless MacBook Air still works well for lightweight local AI.

Technical Specifications

VRAM16 GB unified memory
Memory Bandwidth68 GB/s
TDP20 W
ArchitectureARM, 5nm TSMC
Release Year2020
MSRP at Launch$999
Inference Speed (Llama 3.1 8B Q4_K_M)4.4–9.2 tok/s (estimated)
Inference Speed (Llama 3.3 70B Q4_K_M)Does not fit — needs ~44 GB of 12 GB usable
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Apple Mac mini M1 (16GB)
Launch MSRP: $999
2026 prices are volatile — check the current listing.
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LLMs Compatible with 16 GB Unified Memory

All models below run comfortably in 16 GB unified memory with Q4_K_M quantization.

Llama 3.2 FamilyLlama 3.2 11B Vision Instruct · 7 GB VRAM · Q4_K_M · llama-3-2
Llama 3.1 FamilyLlama 3.1 8B Instruct · 6 GB VRAM · Q4_K_M · ollama run llama3.1
Qwen 2.5 FamilyQwen 2.5 14B Instruct · 9 GB VRAM · Q4_K_M · ollama run qwen2.5:14b
Gemma 2 FamilyGemma 2 9B IT · 6 GB VRAM · Q4_K_M · ollama run gemma2
Phi-4 MiniPhi-4 Mini (3.8B) · 3 GB VRAM · Q4_K_M · ollama run phi4-mini
SmolLM2SmolLM2 1.7B Instruct · 2 GB VRAM · Q4_K_M · ollama run smollm2:1.7b

Best Use Cases

Quick Start with Ollama

Install Ollama then run the recommended model for this GPU:

ollama run llama3.2:3b

FAQ

Can the Apple M1 run local LLMs?

Yes — the Apple M1 has 16 GB unified memory and runs The original Apple Silicon chip. Up to 16 GB unified memory at 68 GB/s limits it to smaller 7–8B models in Q4. The fanle

How fast is the Apple M1 for AI inference?

The Apple M1 is estimated to run Llama 3.1 8B at 4.4–9.2 tok/s with Q4_K_M quantization. Llama 3.3 70B does not fit: it needs about 44 GB against 12 GB usable. These are modelled estimates, not measurements — see /en/methodology.

What LLMs can I run on 16 GB VRAM?

With 16 GB you can run: Llama 3.2 Family, Llama 3.1 Family, Qwen 2.5 Family, Gemma 2 Family, Phi-4 Mini. Use Ollama for the easiest setup: ollama run llama3.2:3b.

Can I Run It? — Apple M1

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