Best graphics cards for local LLMs
The cards worth buying for running language models at home, from a used RTX 3090 to 96 GB.
Editorial opinionReviewed Oct 11, 2026
For local AI, memory decides which models you can load and memory bandwidth decides how fast they answer. Gaming performance hardly matters. In 2026 the memory shortage has pushed most NVIDIA cards far above their launch prices, which makes 24–32 GB value picks more important than ever.
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#1 · Best value for 24 GB
NVIDIA GeForce RTX 3090
Good budget option- Memory
- 24 GB
- Bandwidth
- 936 GB/s
- Power
- 350 W
- Largest popular model at 4-bit
- Qwen3.6 27B
from $1,340 (typical price)
Editorial opinionOverall 7.8/10Still the cheapest way to 24 GB of fast CUDA memory. Buy renewed, with a warranty.
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#2 · Cheapest new 32 GB
AMD Radeon AI PRO R9700
Recommended- Memory
- 32 GB
- Bandwidth
- 645 GB/s
- Power
- 300 W
- Largest popular model at 4-bit
- Qwen3.6 35B A3B
from $1,550 (typical price)
Editorial opinionOverall 7.5/1032 GB new for a third of an RTX 5090, if you are happy with Linux and llama.cpp.
Photo: PantheraLeo1359531 · CC BY 4.0
#3 · Fastest
NVIDIA GeForce RTX 5090
Recommended- Memory
- 32 GB
- Bandwidth
- 1.79 TB/s
- Power
- 575 W
- Largest popular model at 4-bit
- Qwen3.6 35B A3B
from $4,329 (typical price)
Editorial opinionOverall 8.6/101.8 TB/s and 32 GB: nothing consumer is faster, if you can stomach the 2026 price.
Photo: FreeMediaKid! · CC BY-SA 4.0
#4 · Best budget card
NVIDIA GeForce RTX 5060 Ti 16 GB
Good budget option- Memory
- 16 GB
- Bandwidth
- 448 GB/s
- Power
- 180 W
- Largest popular model at 4-bit
- gpt-oss-20b
from $789 (typical price)
Editorial opinionOverall 7.4/1016 GB with CUDA at 180 W: the easy first card for a home server.
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#5 · Best for small servers
NVIDIA RTX PRO 4000 Blackwell
Recommended- Memory
- 24 GB
- Bandwidth
- 672 GB/s
- Power
- 140 W
- Largest popular model at 4-bit
- Qwen3.6 27B
from $1,500 (typical price)
Editorial opinionOverall 7.3/1024 GB in a single slot at 140 W.
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#6 · Most memory on one card
NVIDIA RTX PRO 6000 Blackwell
For advanced users- Memory
- 96 GB
- Bandwidth
- 1.79 TB/s
- Power
- 600 W
- Largest popular model at 4-bit
- Qwen3.5 122B A10B
from $8,565 (typical price)
Editorial opinionOverall 8.4/1096 GB: 100B-class MoE models at full GPU speed.
How we chose
- Memory first: 16 GB is the minimum we recommend; 24–32 GB opens up the best mid-size models.
- Bandwidth for speed, from the manufacturer's specifications.
- Software: CUDA is the easiest path; AMD and Intel need more setup.
- Real prices in October 2026, not launch prices.