Best local LLMs by VRAM

Best LLMs for 16 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 tier16 GBFor example RX 9060 XT 16GB, Intel Arc Pro B50, RTX 5060 Ti 16GB
Models that fit95entirely in memory
Best overall95Qwen 2.5 14B Instruct
Largest that fits14.5 GBMistral Small 3 (24B)

Best at 16 GB, by task

Score is the task-specific quality score on a 0–100 scale; speed is estimated for the RX 9060 XT 16GB.

The strongest that fit

Top 15, by logic and coding

ModelVRAMSpeed on RX 9060 XT 16GB (est.)Score
Qwen 2.5 14B Instruct
Qwen 2.5 Family · Q4_K_M
8.5 GB~22 tok/s95
Qwen 3 14B
Qwen 3 · Q4_K_M
8.9 GB~22 tok/s94
Codestral 22B
Codestral · Q4_K_M
13.4 GB~15 tok/s93
DeepSeek R1 Distill Qwen 14B
DeepSeek R1 · Q4_K_M
8.5 GB~23 tok/s92
Phi-4 (14B)
Phi-4 Family · Q4_K_M
8.5 GB~22 tok/s92
Mistral Small 3.1 24B
Mistral Small 3.1 · Q4_K_M
14.2 GB~14 tok/s91
InternLM 3 20B Instruct
InternLM 3 · Q4_K_M
12.1 GB~16 tok/s91
Mistral Small 3 (24B)
Mistral Family · Q4_K_M
14.5 GB—90
Granite 3.0 8B Instruct
Granite 3.0 · Q4_K_M
4.8 GB~36 tok/s90
Ternary Bonsai 27B
Bonsai 27B · Ternary (1.58-bit, ~1.71 bpw)
5.8 GB~30 tok/s90
Qwen 2.5 7B Instruct
Qwen 2.5 Family · Q4_K_M
4.6 GB~40 tok/s89
Qwen 3 8B
Qwen 3 · Q4_K_M
5 GB~35 tok/s89
DeepSeek R1 Distill Llama 8B
DeepSeek R1 · Q4_K_M
4.8 GB~36 tok/s89
Mistral NeMo 12B
Mistral Family · Q4_K_M
7.2 GB~26 tok/s88
Devstral Small 2 24B
Devstral · Q4_K_M
14.5 GB~14 tok/s87

FAQ

What LLMs run well with 16 GB VRAM?

Qwen 2.5 Family, Qwen 3, Codestral, DeepSeek R1, Phi-4 Family all fit in 16 GB VRAM.

Which GPUs have 16 GB VRAM?

AMD Radeon RX 9060 XT 16GB, Intel Arc Pro B50, NVIDIA GeForce RTX 5060 Ti 16GB, NVIDIA GeForce RTX 4060 Ti 16GB.

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