Best graphics cards for local AI under 500 €

Ranked by what each one runs fully in memory at 32k context, with prices in Germany today.

In short

The top pick in Germany right now is the NVIDIA GeForce RTX 3060 12GB, 309 € at Amazon: it runs Gemma 4 12B fully in memory at 32k context at about 21 tok/s (estimated). Ranked by the most capable open model each one runs fully in memory at 32k context and a usable speed, then by how many models it runs, then by speed on Qwen 3.8 27B, then by price.

Updated . Speeds are estimates; how they are worked out.

The list

Best first. Speeds are estimates est.

#CardMemoryPriceBest model it runs at 32kModels in memoryQwen 3.8 27Btok/s per 1.000 €
1NVIDIA GeForce RTX 3060 12GB12 GB309 €AmazonGemma 4 12BQ6_K21 tok/s10offload–
2Intel Arc B58012 GB349 €eBayGemma 4 12BQ6_K21 tok/s10offload–
3NVIDIA GeForce RTX 3080 10GB10 GB500 €AmazonGemma 4 12BQ4_K_M59 tok/s5offload–

Questions

What is the best graphics card for running AI models locally under 500 €?
The top pick in Germany right now is the NVIDIA GeForce RTX 3060 12GB, 309 € at Amazon: it runs Gemma 4 12B fully in memory at 32k context at about 21 tok/s (estimated).

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