Best local LLMs by VRAM

Best LLMs for 24 GB

Pick your memory. We rank every catalogued model that fits at its recommended quantization, by task, and show what the next tier up unlocks.

Written by Jakub Rusinowski · Last updated

Memory tier24 GBFor example RX 7900 XTX, RTX 3090, RTX 4090
Models that fit131entirely in memory
Best overall97Qwen 2.5 Coder 32B
Largest that fits21.1 GBQwen 3.6 35B-A3B

Best at 24 GB, by task

Score is the task-specific quality score on a 0–100 scale; speed is estimated for the RX 7900 XTX.

The strongest that fit

Top 15, by logic and coding

ModelVRAMSpeed on RX 7900 XTX (est.)Score
Qwen 2.5 Coder 32B
Qwen 2.5 Family · Q4_K_M
19.3 GB~28 tok/s97
Llama 3.3 70B Instruct
Llama 3.3 · Q2_K_XS (Tight)
20.2 GB~26 tok/s97
Qwen 3 32B
Qwen 3 · Q4_K_M
19.8 GB~27 tok/s97
DeepSeek R1 Distill Qwen 32B
DeepSeek R1 · Q4_K_M
19.3 GB~28 tok/s96
Qwen 2.5 14B Instruct
Qwen 2.5 Family · Q4_K_M
8.5 GB~55 tok/s95
Qwen 3 14B
Qwen 3 · Q4_K_M
8.9 GB~53 tok/s94
Codestral 22B
Codestral · Q4_K_M
13.4 GB~38 tok/s93
Qwen 3.6 35B-A3B
Qwen 3.6 · Q4_K_M
21.1 GB~151 tok/s93
DeepSeek R1 Distill Qwen 14B
DeepSeek R1 · Q4_K_M
8.5 GB~55 tok/s92
Phi-4 (14B)
Phi-4 Family · Q4_K_M
8.5 GB~54 tok/s92
Gemma 4 31B
Gemma 4 · Q4_K_M
18.7 GB~28 tok/s92
Gemma 3 27B Instruct
Gemma 3 · Q4_K_M
16.3 GB~32 tok/s92
GLM-Z1 32B (Reasoning)
GLM-4.7 / GLM-Z1 · Q4_K_M
19.3 GB~28 tok/s92
Qwen 3.5 35B-A3B
Qwen 3.5 · Q4_K_M
21.1 GB~126 tok/s92
Mistral Small 3.1 24B
Mistral Small 3.1 · Q4_K_M
14.2 GB~36 tok/s91

FAQ

What LLMs run well with 24 GB VRAM?

Qwen 2.5 Family, Llama 3.3, Qwen 3, DeepSeek R1, Qwen 2.5 Family all fit in 24 GB VRAM.

Which GPUs have 24 GB VRAM?

AMD Radeon RX 7900 XTX, NVIDIA GeForce RTX 3090, NVIDIA GeForce RTX 4090, NVIDIA GeForce RTX 3090 Ti.

All tiers at a glance

MemoryModels fitBest overall
4 GB32Gemma 3 4B Instruct
6 GB56Granite 3.0 8B Instruct
8 GB71Granite 3.0 8B Instruct
10 GB83Qwen 2.5 14B Instruct
12 GB85Qwen 2.5 14B Instruct
16 GB95Qwen 2.5 14B Instruct
20 GB111Qwen 2.5 14B Instruct
24 GB131Qwen 2.5 Coder 32B
32 GB132Qwen 2.5 Coder 32B
48 GB138Qwen 2.5 72B Instruct
64 GB143Qwen 2.5 72B Instruct
80 GB152Qwen 2.5 72B Instruct