TokenAssemble

Ranked guide

Best GPU for AI

Ranked by the largest open model each card loads cleanly at a quality quantization with llama.cpp at 8K context — the honest measure of what a GPU can do for local AI, since VRAM decides what fits before speed matters at all. Consumer cards only; workstation cards are ranked separately because a $4,000 48GB board wins on memory alone and would top every list.

How we rank

By the largest model each card loads cleanly (quality quantization, no CPU offload, 8K context), then by VRAM, then by price. No benchmark scores and no tokens-per-second claims — we publish speed as a tier, never a number. Full methodology. Pool: Consumer GPUs only — see the workstation guide for 48GB boards.

Top pick

NVIDIA GeForce RTX 5090

32GB VRAM at 1790 GB/s runs Qwen3.6-35B-A3B cleanly.

#GPUVRAMBandwidthMSRPRuns up to
1NVIDIA GeForce RTX 509032 GB1790 GB/s$1,999Qwen3.6-35B-A3B
2AMD Radeon RX 7900 XTXbeta24 GB960 GB/s$999Qwen3-30B-A3B
3NVIDIA GeForce RTX 309024 GB936.2 GB/s$1,499Qwen3-30B-A3B
4NVIDIA GeForce RTX 409024 GB1010 GB/s$1,599Qwen3-30B-A3B
5NVIDIA GeForce RTX 3090 Ti24 GB1010 GB/s$1,999Qwen3-30B-A3B
6AMD Radeon RX 7900 XTbeta20 GB800 GB/s$899Mistral-Small-24B-Instruct-2501
7Intel Arc A770 16 GBbeta16 GB560 GB/s$349gpt-oss-20b
8NVIDIA GeForce RTX 5060 Ti 16 GB16 GB448 GB/s$429gpt-oss-20b
9NVIDIA GeForce RTX 4060 Ti 16 GB16 GB288 GB/s$499gpt-oss-20b
10AMD Radeon RX 7800 XTbeta16 GB624 GB/s$499gpt-oss-20b

Some links on this page are affiliate links. If you buy through them we may earn a commission at no extra cost to you. This never changes a verdict — grades and tiers are computed from the data before any link is attached.

Ranking a card is not the same as checking your machine. Run the exact check for the model you have in mind, or build a full stack from a budget.