The best local LLM for a Mac Studio M2 Max (32 GB) is Qwen 3.6-27B at 17 tok/s. With 32 GB of unified memory it runs 42 of the models we benchmark — from compact options up to 35B-class models. For everyday chat and coding, Qwen 3.6-27B is the sweet spot. Full ranking below.
Ranked by LLMCheck suitability (capability balanced against speed on the M2 Max). Click a model for its full benchmark and setup. All speeds are index estimates (memory-bandwidth model, cross-referenced with sourced benchmarks where available) — submit a real run →
| # | Model | Size | License | Speed | Capability |
|---|---|---|---|---|---|
| 1 | Qwen 3.6-27B | 27B | Apache 2.0 | 17 tok/s | 44/50 |
| 2 | Muse Glimmer 30B | 30B | Apache 2.0 | 18 tok/s est. | 42/50 |
| 3 | KAT-Coder-V2.5 | 35B | Apache 2.0 | 35 tok/s est. | 39/50 |
| 4 | Gemma 4 31B | 31B | Apache 2.0 | 16 tok/s est. | 40/50 |
| 5 | Qwen 3.6-35B-A3B | 35B | Apache 2.0 | 24 tok/s | 38/50 |
| 6 | Nemotron 3.5 Lightning | 30B | OpenMDW | 40 tok/s est. | 36/50 |
| 7 | Gemma 4 26B-A4B | 26B | Apache 2.0 | 32 tok/s est. | 35/50 |
| 8 | GLM-4.7-Flash | 31B | MIT | 23 tok/s est. | 35/50 |
| 9 | Laguna XS 2.1 | 33B | OpenMDW | 37 tok/s est. | 33/50 |
| 10 | Bonsai 27B | 27B | Apache 2.0 | 27 tok/s est. | 33/50 |
| 11 | Maple Preview 20B-A1B | 20B | MIT | 187 tok/s est. | 20/50 |
| 12 | Nemotron-Cascade 2 | 30B | NVIDIA Open | 39 tok/s est. | 30/50 |
Showing the top 12 of 42 models that fit in 32 GB. See the full leaderboard or all benchmarks.
The fastest way to get started is Ollama. Install it, then pull the top pick for your Mac:
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 Qwen 3.6-27B on M2 Max benchmark page for exact settings.
The Mac Studio M2 Max (32 GB) tops out at KAT-Coder-V2.5. Newer Apple Silicon with more unified memory runs larger, smarter models much faster:
As an Amazon Associate, LLMCheck earns from qualifying purchases. Affiliate links cost you nothing extra and never influence our rankings.
Qwen 3.6-27B (27B, Apache 2.0) is the best all-round pick at 17 tok/s on the M2 Max. If you want maximum speed, Maple Preview 20B-A1B hits 187 tok/s; for maximum capability, Muse Glimmer 30B still fits in 32 GB.
About 42 of the 80 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 Qwen 3.6-27B. 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.