Hardware

12GB GPUs for local AI

The sweet spot for 8B-14B models with room for longer context. 12B models like Gemma 4 12B fit fully on the GPU.

Models that run well on this tier

gemma4:12b

12B · Q4_K_M · ~9.5 GB

Newest Gemma at 12B; thinking + tools + vision.

qwen3.5:9b

9B · Q4_K_M · ~8.1 GB

Excellent 8-12GB all-rounder.

ministral-3:14b

14B · Q4_K_M · ~10.6 GB

12-16GB Mistral with long context.

qwen3:14b

14B · Q4_K_M · ~10.8 GB

Good 12-16GB reasoning model.

qwen2.5-coder:14b

14B · Q4_K_M · ~10.5 GB

12-16GB coding model.

phi4

14B · Q4_K_M · ~10.6 GB

Maths/logic strength; short 16K context.

Check your exact setup in the GPU picker → · Read the full guide →

Hardware picks

NVIDIA GeForce RTX 3060 (12GB)

12GB GDDR6 · bandwidth 360 GB/s

The classic budget local-AI card, cheap on the used market. Slower than newer cards but 12GB is what matters.

Check price

NVIDIA GeForce RTX 5070 (12GB)

12GB GDDR7 · bandwidth 672 GB/s

Fast memory gives roughly double the 3060's generation speed on the same models. Great gaming card too.

Check price

Intel Arc B580 (12GB)

12GB GDDR6 · bandwidth 456 GB/s

Cheapest new 12GB card. Runs via Vulkan in Ollama; check driver support for your OS first.

Check price
Our advice: 12GB lets you run the 12-14B models that feel noticeably smarter than 7-8B ones. For coding assistants it's the realistic minimum.

We don't list prices because they change daily. Bandwidth figures are manufacturer specs. Disclosure: "Check price" links may be affiliate links (rel="sponsored"); we may earn a commission at no cost to you.

Get the Local AI weekly

New models worth running, what fits which GPU, and setup fixes. One short email a week, free. Unsubscribe any time.

Lila Forge Kits

Local-LLM App Starter

A tested starter for building your own app on Ollama: chat, RAG and a GPU-fit checker. Skip the setup hours.

kits.lilaforge.com →
VibeEngine

Best local LLM tools, ranked

Ollama, LM Studio, Open WebUI and llama.cpp scored from public evidence, with top picks.

vibeengine.lilaforge.com →