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MI300X 192GB vs Titan X Pascal 12GB for Local LLMs

The MI300X 192GB has about 1004% more memory bandwidth (5,300 vs 480 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 1004% faster on the MI300X 192GB. The MI300X 192GB fits more of the catalog at Q4/8K — 57 vs 18 of 69 models (192 vs 12 GB VRAM). Largest model that fits the MI300X 192GB but not the Titan X Pascal 12GB: MiMo-V2.5 (310.0B). MSRP is $15,000 for the MI300X 192GB vs $1,200 for the Titan X Pascal 12GB. MSRP is a launch list price, not live retail — Amazon prices move; click through for the current price. Not retail-shoppable: MI300X 192GB (datacenter-class; cloud rental is the realistic way to use it). In the Q4/8K head-to-head below (41 shared models), the MI300X 192GB posts the higher tok/s in 41 rows vs 0. Methodology.

Spec comparison

MI300X 192GBTitan X Pascal 12GB
VendorAMDNVIDIA
VRAM192 GB12 GB
Memory typeHBM3GDDR5X
Memory bandwidth5,300 GB/s480 GB/s
TDP750 W250 W
MSRP (list)$15,000$1,200
BuySearch Amazon (affiliate)

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 41 shared models

ModelParams (B)MI300X 192GB tok/sMI300X 192GB fitsTitan X Pascal 12GB tok/sTitan X Pascal 12GB fitsWinner
MiniCPM5-1B1.083122.9 est.Yes282.8 est.YesMI300X 192GB
Qwen3.5-2B2.01686.4 est.Yes152.7 est.YesMI300X 192GB
DeepSeek-R1-0528-Qwen3-8B-layer-mix-bpw-3.8-mlx2.31466.4 est.Yes132.8 est.YesMI300X 192GB
Qwen3.6-35B-A3B36.01124.2 est.Yes95.7 est.NoMI300X 192GB
Qwen3.5-35B-A3B34.71124.2 est.Yes102.6 est.NoMI300X 192GB
GLM-4.7-Flash31.21124.2 est.Yes118.5 est.NoMI300X 192GB
Qwen3-30B-A3B-Instruct-250730.51124.2 est.Yes123.5 est.NoMI300X 192GB
Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF1630.01124.2 est.Yes135.8 est.NoMI300X 192GB
Qwen3-Coder-Next79.71124.2 est.Yes20.7 est.NoMI300X 192GB
Ornith-1.0-35B35.01124.2 est.Yes96.0 est.NoMI300X 192GB
Qwen3-Next-80B-A3B-Instruct81.31124.2 est.Yes19.9 est.NoMI300X 192GB
qwen35b-a3b-fable-sft-abliterated34.71124.2 est.Yes97.5 est.NoMI300X 192GB
Llama-3.2-3B-Instruct3.21054.0 est.Yes95.5 est.YesMI300X 192GB
gpt-oss-20b21.5936.9 est.Yes189.3 est.NoMI300X 192GB
gemma-4-26B-A4B-it25.2887.6 est.Yes135.0 est.NoMI300X 192GB

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

MI300X 192GBTitan X Pascal 12GB
Catalog models that fit57 of 6918 of 69
Largest exclusive fitMiMo-V2.5 (310.0B)

MI300X 192GB details → · Titan X Pascal 12GB details →