By Peter · ModelFit · 2026-08-28

M5 Ultra vs M3 Ultra for Local LLMs: The 50% Bandwidth Jump

Two Apple Mac Studio generations side by side on a dark workbench, cyan-teal light trails

Apple announced the M5 Ultra Mac Studio on August 26, 2026, with shipping on September 22. For local LLM work, two numbers matter: 1.2 TB/s of memory bandwidth, a 50% jump over the M3 Ultra's 819 GB/s, and the return of the 512GB memory tier that disappeared during the 2026 DRAM shortage. We ran both chips through the ModelFit engine to see what the jump buys in practice, model class by model class.

The numbers that matter

Token generation on Apple Silicon is bandwidth-bound, so bandwidth is the headline. But the memory tiers tell the bigger story for large models.

SpecM3 Ultra (2025)M5 Ultra (2026)
Memory bandwidth819 GB/s1,228.8 GB/s (1.2 TB/s)
Memory tiers at launch96-512GB96/256/512GB
Memory tiers by mid-202696GB only (cuts)
CPU / GPU (max)32-core / 80-core36-core / 80-core
Neural Engine32-core32-core
Launch pricefrom $3,999from $5,499
Max config price$18,299

Context on the cut rows: Apple retired the 512GB M3 Ultra tier in early 2026 and the 256GB tier on May 5, 2026, during the global DRAM shortage. Owners of those configs keep full support, but new buyers were capped at 96GB until this announcement.

The M5 Max Mac Studio (460-614 GB/s, 36-128GB, from $2,499) sits below the Ultra and covers 27B-70B work. This comparison is about the Ultra tier.

What 512GB actually unlocks

A 70B Q4 model takes about 42GB of weights plus roughly 13GB of KV-cache at 32k context. A 96GB machine runs that, but with little room left for anything else. At 512GB the same workload uses about a tenth of the machine.

The tier change matters most for MoE models. gpt-oss-120b needs about 65GB at MXFP4 and runs well even at 96GB. Llama 4 Maverick, a 400B MoE, needs about 220GB at Q4: it fits in 512GB with headroom for long context, and simply does not fit in 96GB. On the M3 Ultra, Maverick was technically loadable at 256GB+ but ran at roughly 3 tok/s est., which is not a usable machine.

Speed: what +50% bandwidth means in tok/s

All figures are ModelFit engine estimates, computed from published bandwidth. No M5 Ultra hardware exists outside Apple yet, so treat these as directional.

ModelM3 Ultra est.M5 Ultra est.
Qwen3 8B Q4~83 tok/s~124 tok/s
Qwen3 14B Q4~47 tok/s~71 tok/s
Llama 3.3 70B Q4~10 tok/s~14 tok/s
gpt-oss-120b (MoE)~29 tok/s~43 tok/s
Llama 4 Maverick 400B Q4~3 tok/s (not usable)~12 tok/s at 512GB

The 50% bandwidth gain shows up as roughly 50% more tokens across every class, which matches how previous Ultra generations scaled. The moat-worthy jump is the last row: a 400B-class model moving from unusable to batch-usable is a capability change, not a speed change.

Should M3 Ultra owners upgrade?

Most should not. If you own a 256GB or 512GB M3 Ultra, you already run the same model classes; you would pay $5,499 for about 50% more speed on the same workloads. That is a nice bump, not a new machine.

The exception is the 96GB M3 Ultra bought after the 2026 config cuts. That machine caps out at 70B with trimmed context, and it cannot touch the 120B-plus MoE class with real headroom. For that owner, a 256GB or 512GB M5 Ultra is a genuine unlock.

The price gap is real: the M5 Ultra starts $1,500 above the M3 Ultra's $3,999 launch price. Against cloud GPU rental for regular large-model work, the hardware still pays for itself in months. Against an occasional chat habit, it does not.

FAQ

Is the M5 Ultra twice as fast as the M3 Ultra for LLMs?

No. The bandwidth jump is 50%, and ModelFit estimates scale the same way: about 124 tok/s est. versus 83 on an 8B Q4 model. CPU and GPU core counts grew modestly (up to 36 and 80). The bigger change is capacity: the 512GB tier is back.

Can the M5 Ultra run two large models at once?

Yes, at 256GB and above. You can keep a 70B dense model and a 120B MoE model resident at the same time and switch without reloads. Bandwidth is shared, so generating with both in parallel splits throughput between them.

Why did Apple remove the 512GB tier from the M3 Ultra?

Apple never explained the cuts beyond the supply situation, but they landed during the 2026 global DRAM shortage: the 512GB option disappeared first, and the 256GB option followed on May 5, 2026. The M5 Ultra restores both tiers at launch.

M5 Max or M5 Ultra for local LLMs?

The M5 Max (460-614 GB/s, up to 128GB, from $2,499) covers 27B dense and 35B MoE models well and 70B at a pinch. Choose the Ultra when you need 70B with real context headroom, 120B-plus MoE models, or multi-model setups. Roughly speaking, the Max is the sweet spot; the Ultra is for the top end.

Verdict

The M5 Ultra is the strongest local-LLM Mac ever sold, mostly because the 512GB tier returns and bandwidth jumps 50%. New buyers with large-model ambitions should get the 256GB or 512GB config. M3 Ultra owners with big memory configs can comfortably wait for the M6 generation. Run your exact config through our Mac Studio M5 Ultra page before you pre-order.

What hardware runs this?

Match this model to a machine that can run it: by RAM tier for Apple Silicon, or by VRAM for an NVIDIA GPU.

See how this changes your recommendation
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