Best local LLMs by VRAM

Best LLMs for 8 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 tier8 GBFor example RTX 5050, RTX 5060, RTX 4060
Models that fit71entirely in memory
Largest that fits6.2 GBFalcon 3 10B Instruct

Best at 8 GB, by task

Score is the task-specific quality score on a 0–100 scale; speed is estimated for the RTX 5050.

The strongest that fit

Top 15, by logic and coding

ModelVRAMSpeed on RTX 5050 (est.)Score
Granite 3.0 8B Instruct
Granite 3.0 · Q4_K_M
4.8 GB~45 tok/s90
Ternary Bonsai 27B
Bonsai 27B · Ternary (1.58-bit, ~1.71 bpw)
5.8 GB~37 tok/s90
Qwen 2.5 7B Instruct
Qwen 2.5 Family · Q4_K_M
4.6 GB~50 tok/s89
Qwen 3 8B
Qwen 3 · Q4_K_M
5 GB~44 tok/s89
DeepSeek R1 Distill Llama 8B
DeepSeek R1 · Q4_K_M
4.8 GB~46 tok/s89
InternLM 3 8B Instruct
InternLM 3 · Q4_K_M
5.3 GB~44 tok/s86
Qwen 3.5 9B
Qwen 3.5 · Q4_K_M
5.4 GB~44 tok/s86
1-bit Bonsai 27B
Bonsai 27B · 1-bit (binary, ~1.125 bpw)
3.8 GB~52 tok/s86
Yi 1.5 9B Chat
Yi 1.5 Family · Q4_K_M
5.3 GB~43 tok/s85
Falcon 3 10B Instruct
Falcon 3 · Q4_K_M
6.2 GB~36 tok/s85
GLM-4 9B
GLM-4.7 / GLM-Z1 · Q4_K_M
5.4 GB~41 tok/s85
Gemma 2 9B IT
Gemma 2 Family · Q4_K_M
5.4 GB~36 tok/s84
Llama 3.1 8B Instruct
Llama 3.1 Family · Q4_K_M
4.8 GB~46 tok/s83
Granite 4.1 8B
IBM Granite 4.1 · Q4_K_M
4.8 GB~45 tok/s83
EXAONE 3.5 7.8B
EXAONE 3.5 · Q4_K_M
4.7 GB~46 tok/s82

FAQ

What LLMs run well with 8 GB VRAM?

Granite 3.0, Bonsai 27B, Qwen 2.5 Family, Qwen 3, DeepSeek R1 all fit in 8 GB VRAM.

Which GPUs have 8 GB VRAM?

NVIDIA GeForce RTX 5050, NVIDIA GeForce RTX 5060, NVIDIA GeForce RTX 4060, AMD Radeon RX 9060 XT 8GB.

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