is 12GB of VRAM enough for local AI in 2026? The honest answer

12GB is the entry floor for local AI — enough to run genuinely useful models, but with a real ceiling. Here's exactly what 12GB gets you, and when… Aliteq Ravi Malhotra · Hardware Editor

Enough for 7-13B models — the range most people actually use.

What 12GB of VRAM gets you

Runs the DeepSeek R1 8B distill — reasoning on a budget.

What 12GB of VRAM gets you

Can't fit 30B+ — those need 24GB.

What 12GB of VRAM gets you

Tight for long context — the KV cache eats into 12GB fast.

What 12GB of VRAM gets you

Borderline for the R1 14B distill — really a 16GB model.

What 12GB of VRAM gets you

Step up to 16GB / 24GB for headroom, bigger models, and longer context.

What 12GB of VRAM gets you

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