What is the best local LLM for Mac Mini M4 Pro 48GB?

Qwen3.6-27B is the current coding-biased local LLM answer for Mac Mini M4 Pro 48GB. The ranking is machine-specific, so use Fit and Bench before treating the same answer as valid for a different Mac or workload.

How many Mac Mini M4 Pro 48GB local LLM benchmarks are published?

Mac Mini M4 Pro 48GB currently has 3 direct benchmark rows across 3 tracked models, with the latest source dated March 8, 2026.

Is Mac Mini M4 Pro 48GB enough for local LLMs?

Mac Mini M4 Pro 48GB sits between compact and high-headroom Apple Silicon tiers. It can be useful for local LLMs, but the safe answer depends on exact model fit, quantization, and context size.

Machine answer

Best local LLMs for Mac Mini M4 Pro 48GB

Use this page when your real question is an exact Mac, not a generic best-Mac list. The ranking below is machine-specific, with benchmark-backed, sparse, and fit-limited evidence kept separate.

Current coding-biased answer for Mac Mini M4 Pro 48GB: Qwen3.6-27B. Use Fit and Bench to verify how much headroom remains once you move past the default answer.

3 benchmarks on this exact machine across 3 models. Last benchmark: March 8, 2026. Catalog current through April 22, 2026.

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

Exact Mac answers

What is the best local LLM for Mac Mini M4 Pro 48GB?: Qwen3.6-27B is the current coding-biased local LLM answer for Mac Mini M4 Pro 48GB. The ranking is machine-specific, so use Fit and Bench before treating the same answer as valid for a different Mac or workload.
How many Mac Mini M4 Pro 48GB local LLM benchmarks are published?: Mac Mini M4 Pro 48GB currently has 3 direct benchmark rows across 3 tracked models, with the latest source dated March 8, 2026.
Is Mac Mini M4 Pro 48GB enough for local LLMs?: Mac Mini M4 Pro 48GB sits between compact and high-headroom Apple Silicon tiers. It can be useful for local LLMs, but the safe answer depends on exact model fit, quantization, and context size.

Best local LLMs for this Mac

19 current modelsCatalog current through April 22, 2026Benchmark evidence needs refresh after April 27, 2026

Mac Mini M4 Pro 48GB 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: Qwen3-Coder-Next at q4.1bit (3B active / 80B total)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.25 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

Gemma 4 26B-A4B

released 2026-04-02 · 6 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 75.1 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	277	8bit	22.0 tok/s Fastest evidence path: 8bit · 22.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	11.4 GB	13k	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. 11.4 GB headroom leaves workable context margin.
2	Qwen3.6-27B27B parameters	277	8bit	16.6 tok/s Fastest evidence path: 8bit · 16.6 tok/s · Ollama · Estimated	Ollama	EstimatedFirst-party M5 batch queued	20.4 GB	62k	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. 20.4 GB headroom leaves workable context margin.
3	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	23.9 GB	118k	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. 23.9 GB headroom leaves workable context margin.
4	Qwen3.5-27B27B parameters	266	8bit	8.5 tok/s Fastest evidence path: 8bit · 8.5 tok/s · MLX · Community row	MLX	Community rowFirst-party M5 batch queued	20.4 GB	62k	Recent frontier candidate in the current catalog. 8bit is the highest practical quality here. 8.5 tok/s benchmark-backed on MLX backend. 20.4 GB headroom leaves workable context margin.
5	Qwen3.6-35B-A3B3B active / 35B total	242	8bit	48.0 tok/s Fastest evidence path: 8bit · 48.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	14.3 GB	101k	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. 14.3 GB headroom leaves workable context margin.
6	Gemma 4 26B-A4B3.8B active / 25.2B total	250	8bit	40.0 tok/s Fastest evidence path: 8bit · 40.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	22.2 GB	74k	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. 22.2 GB headroom leaves workable context margin.
7	Nemotron Cascade 2 30B-A3B3B active / 30B total	245	8bit	28.0 tok/s Fastest evidence path: 8bit · 28.0 tok/s · Ollama · Estimated	Ollama	EstimatedFirst-party M5 batch queued	19.2 GB	249k	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. 19.2 GB headroom leaves workable context margin.
8	Magistral Small24B parameters	242	8bit	Measure it	Best available	Fit-firstFirst-party M5 batch queued	23.9 GB	41k	8bit is the highest practical quality here. Speed still needs direct speed coverage. 23.9 GB headroom leaves workable context margin.
9	Nemotron-3-Nano-30B-A3B3.5B active / 30B total	241	8bit	43.7 tok/s Fastest evidence path: 8bit · 43.7 tok/s · llama.cpp · Estimated	llama.cpp	EstimatedFirst-party M5 batch queued	19.2 GB	249k	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. 19.2 GB headroom leaves workable context margin.
10	Qwen3.5-35B-A3B3B active / 35B total	239	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	14.3 GB	101k	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. 14.3 GB headroom leaves workable context margin.
11	GLM-4.7-Flash3B active / 30B total	235	8bit	58.0 tok/s Fastest evidence path: 8bit · 58.0 tok/s · llama.cpp · Estimated	llama.cpp	EstimatedFirst-party M5 batch queued	12.2 GB	14k	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. 12.2 GB headroom leaves workable context margin.
12	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	33.2 GB	179k	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. 33.2 GB headroom leaves workable context margin.
13	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	39.4 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. 39.4 GB headroom leaves workable context margin.
14	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	38.1 GB	261k	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. 38.1 GB headroom leaves workable context margin.
15	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	39.0 GB	253k	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. 39.0 GB headroom leaves workable context margin.
16	gpt-oss 20B3.6B active / 21B total	217	8bit	Measure it	MLX	Fit-firstFirst-party M5 batch queued	27.6 GB	131k	8bit is the highest practical quality here. Speed still needs direct speed coverage. 27.6 GB headroom leaves workable context margin.
17	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	42.5 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. 42.5 GB headroom leaves workable context margin.
18	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	42.8 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. 42.8 GB headroom leaves workable context margin.
19	Qwen3-Coder-Next3B active / 80B total	164	q4.1bit	74.0 tok/s Fastest evidence path: q4.1bit · 74.0 tok/s · MLX · Estimated	MLX	EstimatedFirst-party M5 batch queued	8.6 GB	23k	Recent model release in the current catalog. q4.1bit is the highest practical quality here. 74.0 tok/s estimated from nearby benchmark coverage, with MLX backend as the best runtime hint. 8.6 GB headroom leaves workable context margin.

Machine

48GBUnified memory

$1,599MSRP

mac_miniForm factor

M4 ProChip

Other Macs with the M4 Pro

Mac Mini M4 Pro 24GB MacBook Pro M4 Pro 24GB 14-inch MacBook Pro M4 Pro 48GB 14-inch MacBook Pro M4 Pro 24GB 16-inch MacBook Pro M4 Pro 48GB 16-inch