Best hardware for Llama 4 Scout

What runs Llama 4 Scout well, from the NVIDIA RTX PRO 6000 Blackwell up: every tracked GPU and five current Macs graded with engine-estimated speeds and one clear answer per memory size.

Smallest GPU
NVIDIA RTX PRO 6000 Blackwell
96 GB · ~35 tok/s est.
Fastest
NVIDIA RTX PRO 6000 Blackwell
~35 tok/s est.
Runs on a Mac?
Yes
from MacBook Pro M5 Max 128GB

Llama 4 Scout on every tracked GPU

GPUMemoryVerdictEst. speed
NVIDIA RTX PRO 6000 Blackwell96 GB VRAMRuns well~35 tok/s
AMD Ryzen AI Max+ 395 (Strix Halo)110 GB unified memoryRuns well~7 tok/s
NVIDIA GeForce RTX 509032 GB VRAMNo~12 tok/s
NVIDIA GeForce RTX 409024 GB VRAMNo~9 tok/s
NVIDIA GeForce RTX 508016 GB VRAMNo~8 tok/s
AMD Radeon RX 7900 XTX24 GB VRAMNo~8 tok/s
NVIDIA GeForce RTX 5070 Ti16 GB VRAMNo~7 tok/s
NVIDIA GeForce RTX 309024 GB VRAMNo~7 tok/s
NVIDIA GeForce RTX 4080 SUPER16 GB VRAMNo~7 tok/s
AMD Radeon RX 7900 XT20 GB VRAMNo~6 tok/s
NVIDIA GeForce RTX 4070 Ti SUPER16 GB VRAMNo~6 tok/s
NVIDIA GeForce RTX 507012 GB VRAMNo~5 tok/s
NVIDIA GeForce RTX 4070 SUPER12 GB VRAMNo~5 tok/s
NVIDIA GeForce RTX 407012 GB VRAMNo~4 tok/s
NVIDIA GeForce RTX 5060 Ti16 GB VRAMNo~4 tok/s
NVIDIA GeForce RTX 306012 GB VRAMNo~4 tok/s
NVIDIA GeForce RTX 4060 Ti16 GB VRAMNo~3 tok/s
NVIDIA GeForce RTX 40608 GB VRAMNo~3 tok/s

Speeds are engine estimates. Smallest tracked card that fits: NVIDIA RTX PRO 6000 Blackwell (96 GB).

Llama 4 Scout on current Macs (M5/M6)

MacMemoryVerdictEst. speed
Mac Mini M6 16GB16 GB unified memoryNo~2 tok/s
MacBook Air M5 24GB24 GB unified memoryNo~2 tok/s
MacBook Pro M5 Pro 48GB48 GB unified memoryNo~4 tok/s
MacBook Pro M5 Max 128GB128 GB unified memoryRuns well~16 tok/s
Mac Studio M5 Ultra 256GB256 GB unified memoryRuns well~23 tok/s

Unified memory: the RAM budget (~70-85%) is the limit, not a VRAM wall. Current-gen configs only.

Frequently asked questions

What is the smallest GPU that runs Llama 4 Scout well?

The NVIDIA RTX PRO 6000 Blackwell (96 GB) is the smallest tracked card where Llama 4 Scout (Q4_K_M) runs comfortably, with ~35 tok/s estimated.

Does Llama 4 Scout run on a Mac?

Yes. Llama 4 Scout runs from the MacBook Pro M5 Max 128GB (~16 tok/s est.) up; unified memory means the RAM budget, not a VRAM wall, is the limit. Apple Silicon is often the cheapest path to large models.

What is the fastest way to run Llama 4 Scout?

The fastest tracked machine for Llama 4 Scout is the NVIDIA RTX PRO 6000 Blackwell at ~35 tok/s estimated. Speed is memory-bandwidth-bound, so high-bandwidth cards win.

Cite this page

ModelFit: Best hardware for Llama 4 Scout (109B, Q4_K_M).
https://modelfit.io/best-hardware-for/llama4-scout/ (dataset updated 2026-10-13, CC BY 4.0).