Mac Studio M2 Ultra 192GB vs V100 16GB PCIe for Local LLMs

The V100 16GB PCIe has about 12% more memory bandwidth (900 vs 800 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 12% faster on the V100 16GB PCIe. The Mac Studio M2 Ultra 192GB fits more of the catalog at Q4/8K — 61 vs 25 of 73 models (192 vs 16 GB VRAM). Largest model that fits the Mac Studio M2 Ultra 192GB but not the V100 16GB PCIe: MiMo-V2.5 (310.0B). MSRP is $6,999 for the Mac Studio M2 Ultra 192GB vs $8,000 for the V100 16GB PCIe. MSRP is a launch list price, not live retail — Amazon prices move; click through for the current price. Not retail-shoppable: V100 16GB PCIe (datacenter-class; cloud rental is the realistic way to use it). In the Q4/8K head-to-head below (49 shared models), the V100 16GB PCIe posts the higher tok/s in 43 rows vs 6. Methodology.

Spec comparison

	Mac Studio M2 Ultra 192GB	V100 16GB PCIe
Vendor	Apple	NVIDIA
VRAM	192 GB	16 GB
Memory type	LPDDR5	HBM2
Memory bandwidth	800 GB/s	900 GB/s
TDP	370 W	250 W
MSRP (list)	$6,999	$8,000
Buy	Search Amazon	—

MSRP is the launch list price, not live retail. Buy links are Amazon affiliate links — the price after you click is the live price.

Q4 / 8K head-to-head — top 15 of 49 shared models

Model	Params (B)	Mac Studio M2 Ultra 192GB tok/s	Mac Studio M2 Ultra 192GB fits	V100 16GB PCIe tok/s	V100 16GB PCIe fits	Winner
MiniCPM5-1B	1.08	417.2 est.	Yes	895.6 est.	Yes	V100 16GB PCIe
Qwen3.5-2B	2.0	225.3 est.	Yes	483.6 est.	Yes	V100 16GB PCIe
Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16	30.0	150.2 est.	Yes	434.0 est.	No	V100 16GB PCIe
DeepSeek-R1-0528-Qwen3-8B-layer-mix-bpw-3.8-mlx	2.3	195.9 est.	Yes	420.5 est.	Yes	V100 16GB PCIe
Qwen3-30B-A3B-Instruct-2507	30.5	150.2 est.	Yes	405.4 est.	No	V100 16GB PCIe
Qwen3.5-35B-A3B	34.7	150.2 est.	Yes	339.8 est.	No	V100 16GB PCIe
Ornith-1.0-35B	35.0	150.2 est.	Yes	334.2 est.	No	V100 16GB PCIe
qwen35b-a3b-fable-sft-abliterated	34.7	150.2 est.	Yes	325.2 est.	No	V100 16GB PCIe
Qwen3.6-35B-A3B	36.0	150.2 est.	Yes	316.9 est.	No	V100 16GB PCIe
GLM-4.7-Flash	31.2	150.2 est.	Yes	313.0 est.	No	V100 16GB PCIe
Llama-3.2-3B-Instruct	3.2	140.8 est.	Yes	302.3 est.	Yes	V100 16GB PCIe
gpt-oss-20b	21.5	116.1 measured	Yes	268.7 est.	Yes	V100 16GB PCIe
gemma-4-26B-A4B-it	25.2	118.6 est.	Yes	254.5 est.	Yes	V100 16GB PCIe
Qwen3-4B-Instruct-2507	4.0	112.7 est.	Yes	241.8 est.	Yes	V100 16GB PCIe
NVIDIA-Nemotron-3-Nano-4B-BF16	4.0	112.7 est.	Yes	241.8 est.	Yes	V100 16GB PCIe

est. = bandwidth-based estimate; measured = curated real benchmark that overrides the estimate. Fits = weights + KV(8K) + 1 GB overhead ≤ 95% of VRAM.

Fit coverage at Q4 / 8K

	Mac Studio M2 Ultra 192GB	V100 16GB PCIe
Catalog models that fit	61 of 73	25 of 73
Largest exclusive fit	MiMo-V2.5 (310.0B)	—

Mac Studio M2 Ultra 192GB details → · V100 16GB PCIe details →