Local AI Advisor

What LLMs can Desktop PC · GeForce RTX 4090 · 32 GB RAM run?

24 GB VRAM + 32 GB RAM, 1008 GB/s memory bandwidth, about $2,700. Every open model in our catalog, rated by the engine for chat and for agentic coding.

Best for chat

Qwen3.6 35B-A3B

Excellent · Q4_K_M · 240–330 tok/s

Best for agentic coding

GLM-4.7-Flash (30B-A3B)

Comfortable · Q4_K_M · 160–210 tok/s

Best open-source (OSI) pick

Qwen3.6 35B-A3B

Excellent · Q4_K_M · 240–330 tok/s

Runs well (31)

Fast enough and with memory to spare for everyday chat.

ModelChatAgentic codingQuantChat speed
Qwen3.6 35B-A3BAlibaba QwenOpen sourceExcellentAcceptableQ4_K_M240–330 tok/s
Gemma 4 26B-A4BGoogleOpen sourceExcellentComfortableQ5_K_M160–220 tok/s
LFM2.5 24B-A2BLiquid AIExcellentAcceptableQ4_K_M360–490 tok/s
Qwen3.5 35B-A3BAlibaba QwenOpen sourceExcellentAcceptableQ4_K_M240–330 tok/s
GLM-4.7-Flash (30B-A3B)Z.aiOpen sourceExcellentComfortableQ4_K_M240–330 tok/s
gpt-oss-20bOpenAIOpen sourceExcellentComfortableMXFP4≈210 tok/s
Qwen3 30B-A3B Instruct 2507Alibaba QwenOpen sourceExcellentAcceptableQ5_K_M180–240 tok/s
Qwen3.8 27BAlibaba QwenOpen sourceExcellentComfortableQ5_K_M30–40 tok/s
Qwen3.6 27BAlibaba QwenOpen sourceExcellentComfortableQ5_K_M30–40 tok/s
Qwen3-Coder 30B-A3B InstructAlibaba QwenOpen sourceExcellentComfortableQ5_K_M180–240 tok/s
MiniCPM5 2BOpenBMBOpen sourceExcellentAcceptableQ8_0220–300 tok/s
Qwen3.5 9BAlibaba QwenOpen sourceExcellentAcceptableQ6_K75–100 tok/s
Qwen3.5 27BAlibaba QwenOpen sourceExcellentComfortableQ5_K_M30–40 tok/s
Gemma 4 31BGoogleOpen sourceExcellentComfortableQ4_K_M35–45 tok/s
Qwen3.5 4BAlibaba QwenOpen sourceExcellentAcceptableQ8_0130–180 tok/s
Gemma 4 12BGoogleOpen sourceExcellentAcceptableQ6_K60–80 tok/s
GLM-4.6V-Flash (10B)Z.aiOpen sourceExcellentAcceptableQ6_K70–95 tok/s
Qwen3 8BAlibaba QwenOpen sourceExcellentAcceptableQ6_K85–110 tok/s
Qwen3 14BAlibaba QwenOpen sourceExcellentAcceptableQ6_K50–65 tok/s
DeepSeek-R1-0528-Qwen3-8BDeepSeekOpen sourceExcellentAcceptableQ6_K85–110 tok/s
Muse Glimmer (30B)MetaOpen sourceExcellentAcceptableQ4_K_M35–50 tok/s
Gemma 4 E4BGoogleOpen sourceExcellentBorderlineQ6_K90–120 tok/s
Mistral Small 3.2 (24B)Mistral AIOpen sourceExcellentAcceptableQ5_K_M35–45 tok/s
Phi-4 (14B)MicrosoftOpen sourceExcellentAcceptableQ6_K50–65 tok/s
Llama 3.2 3B InstructMetaOpen weights (restricted)ExcellentTechnically RunsQ6_K200–280 tok/s
Llama 3.1 8B InstructMetaOpen weights (restricted)ExcellentBorderlineQ6_K85–120 tok/s
Gemma 3 27BGoogleOpen weights (restricted)ExcellentAcceptableQ5_K_M30–40 tok/s
Devstral Small 2 (24B)Mistral AIOpen sourceExcellentComfortableQ5_K_M35–45 tok/s
Qwen3 32BAlibaba QwenOpen sourceExcellentBorderlineQ4_K_M30–40 tok/s
Qwen2.5-Coder 7B InstructAlibaba QwenOpen sourceExcellentAcceptableQ6_K95–130 tok/s
Qwen2.5-Coder 32B InstructAlibaba QwenOpen sourceExcellentBorderlineQ4_K_M30–40 tok/s

Loads, but not recommended (4)

Technically runs. Expect a frustrating experience.

ModelChatAgentic codingQuantChat speed
Qwen3-Next 80B-A3B InstructAlibaba QwenOpen sourceBorderlineBorderlineQ4_K_M30–40 tok/s
Kolibri-1 (78B-A3.5B)Aleph AlphaOpen sourceBorderlineDoes Not FitQ4_K_M25–35 tok/s
Nemotron 3.5 Bolt 74B-A9BNVIDIABorderlineBorderline4-bit13–17 tok/s
Llama 3.3 70B InstructMetaOpen weights (restricted)BorderlineTechnically RunsQ4_K_M1.7–2.4 tok/s

Doesn't fit or isn't supported (13)

Not enough usable memory, or the runtime can't run it here.

ModelChatAgentic codingQuantChat speed
DeepSeek-V4.1-Flash (748B-A16B)DeepSeekOpen sourceDoes Not FitDoes Not Fit——
Muse Spark Open 816B-A42BMetaDoes Not FitDoes Not Fit——
GLM-5.3 (753B-A40B)Z.aiDoes Not FitDoes Not Fit——
GLM-5.3-Flash (320B-A18B)Z.aiOpen sourceDoes Not FitDoes Not Fit——
DeepSeek-V4-Flash (284B-A13B)DeepSeekOpen sourceDoes Not FitDoes Not Fit——
Mistral Small 4 (119B-A6.5B)Mistral AIOpen sourceDoes Not FitDoes Not Fit——
Qwen3.5 122B-A10BAlibaba QwenOpen sourceDoes Not FitDoes Not Fit——
gpt-oss-120bOpenAIOpen sourceDoes Not FitDoes Not Fit——
GLM-4.5-Air (106B-A12B)Z.aiOpen sourceDoes Not FitDoes Not Fit——
Llama 4 Scout (109B-A17B)MetaOpen weights (restricted)Does Not FitDoes Not Fit——
Nemotron 3.5 Super VL 120B-A12BNVIDIAUnsupportedUnsupported——
Reflection Beam (501B-A23B)Reflection AIOpen sourceUnsupportedUnsupported——
Step 5 Preview 600B-A27BStepfunUnsupportedUnsupported——

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