← Canonical rankings

M3 Ultra (256 GB) — benchmark record

M3 Ultra (256 GB) local LLM benchmarks on Apple Silicon Mac with 13 published rows across 10 models. Peak published speed is 370.0 tok/s on Qwen 3 0.6B. Largest published fit uses 129.8 GB. Published runtimes include MLX.

13Benchmark rows
10Models tested
370.0Fastest avg tok/s (Qwen 3 0.6B)
0Lab benchmarks

Best published speed here is 370.0 tok/s on Qwen 3 0.6B at 4bit. Largest published memory footprint is Qwen3.5-122B-A10B at 8bit, using 129.8 GB. This page is evidence, not the full buying answer.

Based on 13 external benchmarks; no lab runs yet.

Published runtimes: MLX.

Published model coverage includes Qwen 3 0.6B, Qwen3.5-9B, Qwen3.5-35B-A3B, Qwen3-Coder-Next plus 6 more published models. Published runtime coverage on this chip includes MLX. Fastest published row is 370.0 tok/s on Qwen 3 0.6B at 4bit. Largest published footprint on this page is 129.8 GB for Qwen3.5-122B-A10B.

Other published M3 Ultra variants: 512 GB

This chip is part of a family. Compare all M3 Ultra RAM variants →

Raw benchmark rows for M3 Ultra (256 GB)

Rows sorted by avg tok/s descending. Click source badge to see original measurement page.

ModelQuantRAM req.ContextAvg tok/sPrompt tok/sRuntimeSource
Qwen 3 0.6B4bit370.0 tok/sMLXref
Qwen3.5-9B4bit5.1 GB106.0 tok/sMLXref
Qwen3.5-35B-A3B4bit19.6 GB95.0 tok/sMLXref
Qwen3.5-35B-A3B8bit36.9 GB80.0 tok/sMLXref
Qwen3-Coder-Next4bit44.9 GB74.0 tok/sMLXref
Qwen3-Coder-Next6bit64.8 GB66.0 tok/sMLXref
GLM-4.7-Flash8bit58.0 tok/sMLXref
Qwen3.5-122B-A10BMXFP465.0 GB57.0 tok/sMLXref
GLM-4.5-Air4bit60.3 GB54.0 tok/sMLXref
Devstral Small 2 24B4bit13.4 GB47.0 tok/sMLXref
Qwen3.5-122B-A10B8bit129.8 GB43.0 tok/sMLXref
Qwen3.5-27B4bit15.3 GB38.0 tok/sMLXref
Qwen 3 235B-A22BQ427.0 tok/sMLXref

Use Rankings when you need the best overall answer for a Mac, and keep this page open when you need the evidence behind that recommendation.

If you are comparing local Apple Silicon against rented cloud hardware, use AI Data Center Index for current GPU rental context.

benchmarks.json — full dataset  ·  chips.json — chip summaries  ·  benchmarks.csv — CSV export

Data from in-house lab measurements plus community-published benchmarks. See all chip families →