Best GPU for running LLMs locally

Pick a budget. Each guide ranks the cards we track by how many local AI models they run well, then by speed, using the same estimates as the calculator.

Prefer a Mac?

Apple Silicon shares memory between CPU and GPU, so big-memory Macs run models no single consumer GPU can.

Mac mini M4 (16 GB)

Runs 21/69 models well, up to Mistral Nemo 12B.

Mac mini M4 Pro (24 GB)

Runs 28/69 models well, up to gpt-oss 20B.

Mac mini M4 Pro (48 GB)

Runs 49/69 models well, up to Mixtral 8x7B.

Mac Studio M4 Max (64 GB)

Runs 53/69 models well, up to Qwen2.5 72B.

MacBook Pro M4 Max (128 GB)

Runs 57/69 models well, up to gpt-oss 120B.

Mac Studio M3 Ultra (256 GB)

Runs 60/69 models well, up to DeepSeek V4 Flash 284B-A13B.

Every card we track

GPUVRAMLaunch priceRuns wellLargest modelLlama 3.1 8BQwen3 14BQwen3 32B
RTX PRO 6000 Blackwell96 GB$8,56557/69gpt-oss 120B~67 tok/s~36 tok/s~16 tok/sPrices
RTX 509032 GB$1,99949/69Mixtral 8x7B~67 tok/s~36 tok/s~40 tok/sPrices
Radeon AI PRO R970032 GB$1,29949/69Mixtral 8x7B~24 tok/s~13 tok/s~14 tok/sPrices
RTX 409024 GB$1,59948/69Qwen3.6 35B-A3B~38 tok/s~38 tok/s~30 tok/sPrices
RTX 3090 Ti24 GB$1,99948/69Qwen3.6 35B-A3B~38 tok/s~38 tok/s~30 tok/sPrices
Radeon RX 7900 XTX24 GB$99948/69Qwen3.6 35B-A3B~36 tok/s~37 tok/s~29 tok/sPrices
RTX 309024 GB$1,49948/69Qwen3.6 35B-A3B~35 tok/s~36 tok/s~28 tok/sPrices
Radeon RX 7900 XT20 GB$89941/69Nemotron 3 Nano 30B-A3B~30 tok/s~31 tok/stightPrices
RTX 508016 GB$99928/69gpt-oss 20B~68 tok/s~47 tok/stightPrices
RTX 5070 Ti16 GB$74928/69gpt-oss 20B~63 tok/s~44 tok/stightPrices
RTX 4080 Super16 GB$99928/69gpt-oss 20B~52 tok/s~36 tok/stightPrices
RTX 408016 GB$1,19928/69gpt-oss 20B~50 tok/s~35 tok/stightPrices
RTX 4070 Ti Super16 GB$79928/69gpt-oss 20B~47 tok/s~33 tok/stightPrices
Radeon RX 907016 GB$54928/69gpt-oss 20B~45 tok/s~32 tok/stightPrices
Radeon RX 9070 XT16 GB$59928/69gpt-oss 20B~45 tok/s~32 tok/stightPrices
Radeon RX 7800 XT16 GB$49928/69gpt-oss 20B~44 tok/s~31 tok/stightPrices
Intel Arc A770 16GB16 GB$34928/69gpt-oss 20B~39 tok/s~28 tok/stightPrices
Radeon RX 6800 XT16 GB$64928/69gpt-oss 20B~36 tok/s~25 tok/stightPrices
RTX 5060 Ti 16GB16 GB$42928/69gpt-oss 20B~32 tok/s~22 tok/stightPrices
Radeon RX 9060 XT 16GB16 GB$34928/69gpt-oss 20B~23 tok/s~16 tok/stightPrices
Radeon RX 7600 XT16 GB$32928/69gpt-oss 20B~20 tok/s~14 tok/stightPrices
RTX 4060 Ti 16GB16 GB$49928/69gpt-oss 20B~20 tok/s~14 tok/stightPrices
RTX 3080 Ti12 GB$1,19927/69Qwen3 14B~64 tok/s~61 tok/stoo bigPrices
RTX 507012 GB$54927/69Qwen3 14B~47 tok/s~45 tok/stoo bigPrices
RTX 407012 GB$59927/69Qwen3 14B~35 tok/s~34 tok/stoo bigPrices
RTX 4070 Super12 GB$59927/69Qwen3 14B~35 tok/s~34 tok/stoo bigPrices
RTX 4070 Ti12 GB$79927/69Qwen3 14B~35 tok/s~34 tok/stoo bigPrices
Intel Arc B58012 GB$24927/69Qwen3 14B~32 tok/s~30 tok/stoo bigPrices
RTX 3060 12GB12 GB$32927/69Qwen3 14B~25 tok/s~24 tok/stoo bigPrices
RTX 2080 Ti11 GB$99922/69Qwen3 14B~43 tok/s~41 tok/stoo bigPrices
RTX 3080 10GB10 GB$69921/69Mistral Nemo 12B~69 tok/stighttoo bigPrices
RTX 50608 GB$29917/69Qwen3 8B~47 tok/stighttoo bigPrices
RTX 5060 Ti 8GB8 GB$37917/69Qwen3 8B~47 tok/stighttoo bigPrices
RTX 3060 Ti8 GB$39917/69Qwen3 8B~47 tok/stighttoo bigPrices
RTX 30708 GB$49917/69Qwen3 8B~47 tok/stighttoo bigPrices
RTX 4060 Ti 8GB8 GB$39917/69Qwen3 8B~30 tok/stighttoo bigPrices
RTX 40608 GB$29917/69Qwen3 8B~29 tok/stighttoo bigPrices

Prices are US launch prices (MSRP) for comparison; street prices change daily. Links go to Amazon, where we earn a commission at no cost to you.

Frequently asked questions

How much VRAM do I need for local LLMs?

8 GB runs 7 to 8B models, 12 GB runs 12 to 14B, 16 GB runs up to about 20B (including gpt-oss 20B), 24 GB runs 30 to 32B, and 70B models need about 48 GB or a large-memory Mac.

Should I buy a GPU or a Mac?

A GPU is faster per dollar for models up to about 32B. A Mac with 64 to 128 GB of unified memory is the simplest way to run 70B-class and large mixture-of-experts models, at lower speed.