The best local LLM for a Mac mini M2 Pro (32 GB) is Qwen3.8-27B at 9 tok/s (estimated). With 32 GB of unified memory it runs 43 of the models in the LLMCheck index — from compact options up to 35B-class models. For everyday chat and coding, Qwen3.8-27B is the sweet spot. Full ranking below.
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Ranked by LLMCheck suitability (capability balanced against speed on the M2 Pro). Click a model for its full benchmark and setup. Every speed carries its provenance mark: most are index estimates from the memory-bandwidth model, and a filled square is a published measurement — submit a real run →
| # | Model | Size | License | Speed | Capability |
|---|---|---|---|---|---|
| 1 | Qwen3.8-27B | 27.8B | Apache 2.0 | estimated9 tok/s | 46/50 |
| 2 | Qwen 3.6-27B | 27B | Apache 2.0 | estimated11 tok/s | 44/50 |
| 3 | Muse Glimmer 30B | 30B | Apache 2.0 | estimated9 tok/s | 42/50 |
| 4 | KAT-Coder-V2.5 | 35B | Apache 2.0 | estimated18 tok/s | 39/50 |
| 5 | Gemma 4 31B | 31B | Apache 2.0 | estimated9 tok/s | 40/50 |
| 6 | Qwen 3.6-35B-A3B | 35B | Apache 2.0 | estimated16 tok/s | 38/50 |
| 7 | Nemotron 3.5 Lightning | 30B | OpenMDW | estimated20 tok/s | 36/50 |
| 8 | Gemma 4 26B-A4B | 26B | Apache 2.0 | estimated16 tok/s | 35/50 |
| 9 | GLM-4.7-Flash | 31B | MIT | estimated9 tok/s | 35/50 |
| 10 | Laguna XS 2.1 | 33B | OpenMDW | estimated18 tok/s | 33/50 |
| 11 | Maple Preview 20B-A1B | 20B | MIT | estimated231 tok/s | 20/50 |
| 12 | Bonsai 27B | 27B | Apache 2.0 | estimated10 tok/s | 33/50 |
Showing the top 12 of 43 models that fit in 32 GB. See the full leaderboard or all benchmarks.
The fastest way to get started is Ollama. Install it, then find the top pick for your Mac in its library and copy the exact tag it lists:
Find Qwen3.8-27B in the Ollama library → · model card on Hugging Face →
Prefer a GUI? LM Studio gives you a one-click download and chat window. For step-by-step help see our Ollama install guide, or open the Qwen3.8-27B on M2 Pro benchmark page for exact settings.
The Mac mini M2 Pro (32 GB) tops out at KAT-Coder-V2.5. Newer Apple Silicon with more unified memory runs larger, smarter models much faster:
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Qwen3.8-27B (27.8B, Apache 2.0) is the best all-round pick at 9 tok/s (estimated) on the M2 Pro. If you want maximum speed, Maple Preview 20B-A1B hits 231 tok/s (estimated); for maximum capability, Qwen 3.6-27B still fits in 32 GB.
About 43 of the 89 models in the LLMCheck leaderboard fit in 32 GB of unified memory, from compact models up to KAT-Coder-V2.5 (35B).
Not comfortably. A 70B model in Q4 needs ~40–44 GB; with 32 GB you should stick to models up to ~26 GB, such as Qwen3.8-27B. For 70B, look at a 48 GB+ Mac.
32 GB is great for small-to-mid models (up to ~14B comfortably); for 30B+ you'll want 32 GB or more. Because Apple Silicon uses unified memory, that figure is both your system RAM and your VRAM.