Machine answer

Best local LLMs for Mac Pro M2 Ultra 192GB in 2026

Name: Mac Pro M2 Ultra 192GB
Brand: Apple
Price: 6999 USD
Availability: InStock

Use this page when your real query is the exact machine, not a generic “best Mac” article. The ranking below is machine-specific, and the supporting links show where the evidence is benchmark-backed, sparse, or still fit-limited.

Current coding-biased answer for Mac Pro M2 Ultra 192GB: Qwen3.6-27B. Use Fit and Bench to verify how much headroom remains once you move past the default answer.

1 benchmark on this exact machine across 1 model. Last benchmark: May 20, 2025. Catalog current through April 22, 2026.

Audit fit Audit evidence Check local vs API cost Compare rented GPUs

Best local LLMs for this Mac

25 current modelsCatalog current through April 22, 2026Benchmark evidence through April 27, 2026

Mac Pro M2 Ultra 192GB ranked for coding with a most capable bias, using the best available runtime evidence. focused on the current market set.

Mac

Capability

Bias

Runtime

Use the strongest current runtime evidence for each row.Largest fit: MiniMax M2.7 at 5bit (229B parameters)Fastest read: Qwen3.5-4B at 148.0 tok/s on MLXRanking evidence: Gemma 4 31B, Qwen3.6-27B, Qwen3.6-35B-A3B +1 are current candidates; sparse rows stay labeled until first-party evidence lands.Next featured Mac: Mac Studio M4 Ultra 256GB planned for June 2026; current default changes after arrival validation and clean first-party evidence.26 historical baseline rows hiddenBaselines

Current ranking evidence

Fresh releases stay visible, but sparse evidence remains explicit.

Gemma 4 31B

released 2026-04-02 · 5 official specs captured · 4 benchmark rows · 6 Apple Silicon field sources · first-party measurement queued · Mac Studio M4 Ultra 256GB batch planned

Best field report is 28.0 tok/s; keep ranking movement provisional until Bench evidence hardens.

Bench: Mac Studio M4 Ultra 256GB batch planned

Qwen3.6-27B

released 2026-04-22 · 5 official specs captured · 1 benchmark row · 9 Apple Silicon field sources · first-party measurement queued · Mac Studio M4 Ultra 256GB batch planned

Best field report is 85.5 tok/s; keep ranking movement provisional until Bench evidence hardens.

Bench: Mac Studio M4 Ultra 256GB batch planned

Qwen3.6-35B-A3B

released 2026-04-15 · 5 official specs captured · 4 benchmark rows · 15 Apple Silicon field sources · first-party measurement queued · Mac Studio M4 Ultra 256GB batch planned

Best field report is 203.1 tok/s; keep ranking movement provisional until Bench evidence hardens.

Bench: Mac Studio M4 Ultra 256GB batch planned

Mistral Small 4 119B

released 2026-03-16 · 6 official specs captured · 3 benchmark rows · 1 Apple Silicon field source · first-party measurement queued · Mac Studio M4 Ultra 256GB batch planned

Best field report is 44.0 tok/s; keep ranking movement provisional until Bench evidence hardens.

Bench: Mac Studio M4 Ultra 256GB batch planned

Rank	Model	Score	Quant	Tok/s	Runtime	Evidence	Headroom	Context	Why it ranks here
1	Gemma 4 31B30.7B parameters	290	8bit	22.0 tok/s Fastest evidence path: 8bit · 22.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	155.4 GB	146k	Recent frontier candidate in the current catalog. 8bit is the highest practical quality here. 22.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 155.4 GB headroom leaves workable context margin.
2	Qwen3.6-27B27B parameters	280	8bit	16.6 tok/s Fastest evidence path: 8bit · 16.6 tok/s · Ollama · Estimated	Ollama	EstimatedFirst-party M5 batch queued	164.4 GB	262k	Recent frontier candidate in the current catalog. 8bit is the highest practical quality here. 16.6 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 164.4 GB headroom leaves workable context margin.
3	Qwen3.5-27B27B parameters	277	8bit	16.1 tok/s Fastest evidence path: 8bit · 16.1 tok/s · llama.cpp · Estimated	llama.cpp	EstimatedFirst-party M5 batch queued	164.4 GB	262k	Recent frontier candidate in the current catalog. 8bit is the highest practical quality here. 16.1 tok/s estimated from nearby benchmark coverage, with llama.cpp backend as the best runtime hint. 164.4 GB headroom leaves workable context margin.
4	Devstral Small 2 24B24B parameters	274	8bit	23.4 tok/s Fastest evidence path: 8bit · 23.4 tok/s · llama.cpp · Estimated	llama.cpp	EstimatedFirst-party M5 batch queued	167.9 GB	262k	Recent frontier candidate in the current catalog. 8bit is the highest practical quality here. 23.4 tok/s estimated from nearby benchmark coverage, with llama.cpp backend as the best runtime hint. 167.9 GB headroom leaves workable context margin.
5	Qwen3.6-35B-A3B3B active / 35B total	252	8bit	48.0 tok/s Fastest evidence path: 8bit · 48.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	158.3 GB	262k	Recent frontier candidate in the current catalog. 8bit is the highest practical quality here. 48.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 158.3 GB headroom leaves workable context margin.
6	Mistral Small 4 119B6.5B active / 119B total	199	8bit	42.0 tok/s Fastest evidence path: 8bit · 42.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	76.2 GB	94k	Recent frontier candidate in the current catalog. 8bit is the highest practical quality here. 42.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 76.2 GB headroom leaves workable context margin.
7	MiniMax M2.7229B parameters	416	5bit Source-backed MLX MiniMax-M2.7-5bit - 172 GB min	Measure it	Best available	Fit-firstFirst-party M5 batch queued	20.0 GB	146k	Recent model release in the current catalog. 5bit is the highest practical quality here. MiniMax-M2.7-5bit source profile lists 172 GB minimum memory on MLX; throughput still needs direct benchmark coverage. 20.0 GB headroom leaves workable context margin.
8	Gemma 4 26B-A4B3.8B active / 25.2B total	252	8bit	40.0 tok/s Fastest evidence path: 8bit · 40.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	166.2 GB	262k	Recent model release in the current catalog. 8bit is the highest practical quality here. 40.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 166.2 GB headroom leaves workable context margin.
9	Nemotron Cascade 2 30B-A3B3B active / 30B total	250	8bit	28.0 tok/s Fastest evidence path: 8bit · 28.0 tok/s · Ollama · Estimated	Ollama	EstimatedFirst-party M5 batch queued	163.2 GB	1000k	Recent model release in the current catalog. 8bit is the highest practical quality here. 28.0 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 163.2 GB headroom leaves workable context margin.
10	Qwen3.5-35B-A3B3B active / 35B total	249	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	158.3 GB	262k	Recent model release in the current catalog. 8bit is the highest practical quality here. 52.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 158.3 GB headroom leaves workable context margin.
11	GLM-4.7-Flash3B active / 30B total	247	8bit	58.0 tok/s Fastest evidence path: 8bit · 58.0 tok/s · llama.cpp · Estimated	llama.cpp	EstimatedFirst-party M5 batch queued	156.2 GB	150k	Recent model release in the current catalog. 8bit is the highest practical quality here. 58.0 tok/s estimated from nearby benchmark coverage, with llama.cpp backend as the best runtime hint. 156.2 GB headroom leaves workable context margin.
12	Nemotron-3-Nano-30B-A3B3.5B active / 30B total	246	8bit	43.7 tok/s Fastest evidence path: 8bit · 43.7 tok/s · llama.cpp · Estimated	llama.cpp	EstimatedFirst-party M5 batch queued	163.2 GB	1000k	Recent model release in the current catalog. 8bit is the highest practical quality here. 43.7 tok/s estimated from nearby benchmark coverage, with llama.cpp backend as the best runtime hint. 163.2 GB headroom leaves workable context margin.
13	Magistral Small24B parameters	242	8bit	Measure it	Best available	Fit-firstFirst-party M5 batch queued	167.9 GB	41k	8bit is the highest practical quality here. Speed still needs direct speed coverage. 167.9 GB headroom leaves workable context margin.
14	Ministral 3 14B14B parameters	232	8bit	40.0 tok/s Fastest evidence path: 8bit · 40.0 tok/s · Ollama · Estimated	Ollama	EstimatedFirst-party M5 batch queued	177.2 GB	262k	Recent model release in the current catalog. 8bit is the highest practical quality here. 40.0 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 177.2 GB headroom leaves workable context margin.
15	Gemma 4 E4B8B parameters	230	8bit	78.0 tok/s Fastest evidence path: 8bit · 78.0 tok/s · Ollama · Estimated	Ollama	EstimatedFirst-party M5 batch queued	183.4 GB	131k	Recent model release in the current catalog. 8bit is the highest practical quality here. 78.0 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 183.4 GB headroom leaves workable context margin.
16	Qwen3.5-9B9B parameters	230	8bit	35.0 tok/s Fastest evidence path: 8bit · 35.0 tok/s · llama.cpp · Estimated	llama.cpp	EstimatedFirst-party M5 batch queued	182.1 GB	262k	Recent model release in the current catalog. 8bit is the highest practical quality here. 35.0 tok/s estimated from nearby benchmark coverage, with llama.cpp backend as the best runtime hint. 182.1 GB headroom leaves workable context margin.
17	Ministral 3 8B8B parameters	223	8bit	72.0 tok/s Fastest evidence path: 8bit · 72.0 tok/s · Ollama · Estimated	Ollama	EstimatedFirst-party M5 batch queued	183.0 GB	262k	Recent model release in the current catalog. 8bit is the highest practical quality here. 72.0 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 183.0 GB headroom leaves workable context margin.
18	gpt-oss 20B3.6B active / 21B total	217	8bit	Measure it	MLX	Fit-firstFirst-party M5 batch queued	171.6 GB	131k	8bit is the highest practical quality here. Speed still needs direct speed coverage. 171.6 GB headroom leaves workable context margin.
19	Qwen3.5-122B-A10B10B active / 122B total	203	8bit	57.0 tok/s Fastest evidence path: 8bit · 57.0 tok/s · MLX · Estimated	MLX	EstimatedBitter Mill import queued	77.1 GB	262k	Recent model release in the current catalog. 8bit is the highest practical quality here. 57.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 77.1 GB headroom leaves workable context margin.
20	Llama 4 Scout 17B-16E17B active / 109B total	196	8bit	26.0 tok/s Fastest evidence path: 8bit · 26.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	88.5 GB	334k	8bit is the highest practical quality here. 26.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 88.5 GB headroom leaves workable context margin.
21	Qwen3-Coder-Next3B active / 80B total	192	8bit	74.0 tok/s Fastest evidence path: 8bit · 74.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	116.2 GB	262k	Recent model release in the current catalog. 8bit is the highest practical quality here. 74.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 116.2 GB headroom leaves workable context margin.
22	GLM-4.5-Air12B active / 106B total	190	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · LM Studio · Estimated	LM Studio	EstimatedFirst-party M5 batch queued	91.3 GB	131k	8bit is the highest practical quality here. 18.0 tok/s estimated from nearby benchmark coverage, with LM Studio wrapper on mixed as the best runtime hint. 91.3 GB headroom leaves workable context margin.
23	gpt-oss 120B5.1B active / 117B total	173	8bit	10.0 tok/s Fastest evidence path: 8bit · 10.0 tok/s · Ollama · Estimated	Ollama	EstimatedFirst-party M5 batch queued	82.0 GB	131k	8bit is the highest practical quality here. 10.0 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 82.0 GB headroom leaves workable context margin.
24	Gemma 4 E2B5.1B parameters	170	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	EstimatedFirst-party M5 batch queued	186.5 GB	131k	Recent model release in the current catalog. 8bit is the highest practical quality here. 95.0 tok/s estimated from nearby benchmark coverage, with Ollama wrapper on llama.cpp as the best runtime hint. 186.5 GB headroom leaves workable context margin.
25	Qwen3.5-4B4B parameters	167	8bit	148.0 tok/s Fastest evidence path: 8bit · 148.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	186.8 GB	262k	Recent model release in the current catalog. 8bit is the highest practical quality here. 148.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 186.8 GB headroom leaves workable context margin.

Machine

192GBUnified memory

$6,999MSRP

mac_proForm factor

M2 UltraChip