M1 Ultra vs M2 Ultra for local AI.

The M1 Ultra and M2 Ultra read memory at about the same speed, so they write at about the same speed with any model that fits both. The M2 Ultra goes up to 192 GB of memory, the M1 Ultra to 128 GB.

M1 Ultra800 GB/sup to 128 GB · 47 models run wellM2 Ultra800 GB/sup to 192 GB · 49 models run well

Side by side

M1 UltraM2 Ultra
Memory sizes64, 128 GB64, 128, 192 GB
Memory bandwidth800 GB/s800 GB/s
For models, at mostabout 96 GBabout 144 GB
Models that run well47 of 7349 of 73
MLX seat classUltraUltra
Found inMac Studio (2022)Mac Studio (2023), Mac Pro (2023), Mac Pro (Rack, 2023)

Speed with popular models

Tokens a second for one conversation, each chip at its largest memory size (128 GB and 192 GB), with the best version of the model that fits.

ModelM1 UltraM2 Ultra
Llama 3.1 8B Instruct8B42–75 8-bit42–75 8-bit
gpt-oss-20b21B · 3.6B active189–337 native 4.25-bit189–337 native 4.25-bit
Qwen3.6 35B A3B35B · 3B active113–200 8-bit113–200 8-bit
Qwen3.8 27B27B13–22 8-bit13–22 8-bit
Llama 3.3 70B Instruct70B5–9 8-bit5–9 8-bit
gpt-oss-120b117B · 5.1B active133–237 native 4.25-bit133–237 native 4.25-bit
Qwen3.5 122B A10B122B · 10B active64–114 4-bit34–60 8-bit
DeepSeek V4 Flash 0731284B · 13B active88–156 2-bit lower quality63–112 3-bit lower quality

Questions

Is the M2 Ultra faster than the M1 Ultra for LLMs?
About the same: their memory bandwidth is within a few percent. The M2 Ultra goes up to 192 GB of memory, the M1 Ultra to 128 GB.
Which can run bigger models, the M1 Ultra or the M2 Ultra?
The M2 Ultra: The M2 Ultra goes up to 192 GB of memory, the M1 Ultra to 128 GB. At its largest it runs 49 of 73 open models well, against 47.

More comparisons

The M1 Ultra for local AI · The M2 Ultra for local AI · Compare every model · The best Mac for local LLMs

How it’s worked out

Memory: the model’s parameters at 8, 6, 4, 3 or 2 bits per weight plus MLX’s group scales (half a bit per weight), or its native format, with room for the context on top. By default macOS lets the GPU use about 75% of unified memory. Speed: memory bandwidth divided by the bytes read per token is the ceiling for one conversation; in llama.cpp’s public Apple Silicon benchmarks real runs reach about 45% to 80% of it, which is the range shown. These are estimates, not measurements: measure your own Mac on MLX Bench. Model figures from each official model card, chip figures from Apple’s Tech Specs. Checked 2026-10-19. Same data as mlx.app/compare.

M1 Ultra vs M2 Ultra for local LLMs: memory, speed, which to buy