Local AI Advisor

What hardware can run Devstral Small 2 (24B)?

Dense24B parameters256K contextVisionOpen sourceApache-2.0

105 of 128 machines in our catalog run it acceptably or better for chat. At Q4_K_M, the weights alone take 14.33 GB to download; context and your other apps need room on top.

Cheapest comfortable for chat

Desktop PC · GeForce RTX 5060 Ti 16GB · 32 GB RAM

About $1,330 · 16 GB VRAM + 32 GB RAM · 25–35 tok/s

Cheapest comfortable for agentic coding

Desktop PC · GeForce RTX 3090 · 32 GB RAM

About $1,700 · 24 GB VRAM + 32 GB RAM · 30–40 tok/s

Download and run it

Verified Hugging Face builds. Pick the machine below for commands sized to its memory and context.

ollama run hf.co/unsloth/Devstral-Small-2-24B-Instruct-2512-GGUF:Q4_K_M

Downloads 14.33 GB (Q4_K_M). Ollama's default context is small: set OLLAMA_CONTEXT_LENGTH=16384 before `ollama serve` for long prompts.

Every machine we rate

Chat uses Open WebUI with short prompts; agentic coding uses OpenCode on a medium repository, which sends large prompts on every step.

MacBook Air

MachineChatAgentic codingChat speedPrice
MacBook Air M1 8 GB8 GB unifiedDoes Not FitDoes Not Fit—$999
MacBook Air M1 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$1,399
MacBook Air M2 8 GB8 GB unifiedDoes Not FitDoes Not Fit—$1,199
MacBook Air M2 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$1,599
MacBook Air M2 24 GB24 GB unifiedAcceptableDoes Not Fit4.7–6 tok/s$1,999
MacBook Air M3 8 GB8 GB unifiedDoes Not FitDoes Not Fit—$1,099
MacBook Air M3 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$1,499
MacBook Air M3 24 GB24 GB unifiedAcceptableDoes Not Fit4.7–6 tok/s$1,899
MacBook Air M4 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$999
MacBook Air M4 24 GB24 GB unifiedAcceptableDoes Not Fit5–7 tok/s$1,399
MacBook Air M4 32 GB32 GB unifiedAcceptableTechnically Runs5–7 tok/s$1,799
MacBook Air M5 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$1,099
MacBook Air M5 24 GB24 GB unifiedAcceptableDoes Not Fit5–9 tok/s$1,499
MacBook Air M5 32 GB32 GB unifiedAcceptableBorderline5–9 tok/s$1,899

MacBook Pro

MachineChatAgentic codingChat speedPrice
MacBook Pro M1 Pro 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$1,999
MacBook Pro M1 Pro 32 GB32 GB unifiedAcceptableTechnically Runs7–10 tok/s$2,399
MacBook Pro M1 Max 32 GB32 GB unifiedComfortableBorderline14–19 tok/s$3,299
MacBook Pro M1 Max 64 GB64 GB unifiedComfortableBorderline12–16 tok/s$3,699
MacBook Pro M2 Pro 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$2,499
MacBook Pro M2 Pro 32 GB32 GB unifiedAcceptableTechnically Runs7–10 tok/s$2,899
MacBook Pro M2 Max 32 GB32 GB unifiedExcellentBorderline17–25 tok/s$3,499
MacBook Pro M2 Max 64 GB64 GB unifiedExcellentBorderline17–25 tok/s$3,899
MacBook Pro M2 Max 96 GB96 GB unifiedExcellentBorderline17–25 tok/s$5,099
MacBook Pro M3 Pro 18 GB18 GB unifiedDoes Not FitDoes Not Fit—$1,999
MacBook Pro M3 Pro 36 GB36 GB unifiedAcceptableTechnically Runs7–9 tok/s$2,399
MacBook Pro M3 Max 36 GB36 GB unifiedComfortableBorderline11–15 tok/s$3,199
MacBook Pro M3 Max 96 GB96 GB unifiedComfortableBorderline11–15 tok/s$3,999
MacBook Pro M3 Max 48 GB48 GB unifiedExcellentAcceptable17–25 tok/s$3,699
MacBook Pro M3 Max 64 GB64 GB unifiedExcellentAcceptable17–25 tok/s$4,099
MacBook Pro M3 Max 128 GB128 GB unifiedExcellentAcceptable17–25 tok/s$5,299
MacBook Pro M4 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$1,599
MacBook Pro M4 24 GB24 GB unifiedAcceptableDoes Not Fit5–7 tok/s$1,999
MacBook Pro M4 32 GB32 GB unifiedAcceptableTechnically Runs5–7 tok/s$2,399
MacBook Pro M4 Pro 24 GB24 GB unifiedComfortableDoes Not Fit12–16 tok/s$2,399
MacBook Pro M4 Pro 48 GB48 GB unifiedComfortableBorderline12–16 tok/s$2,799
MacBook Pro M4 Max 36 GB36 GB unifiedComfortableBorderline13–18 tok/s$3,199
MacBook Pro M4 Max 48 GB48 GB unifiedExcellentAcceptable19–25 tok/s$3,699
MacBook Pro M4 Max 64 GB64 GB unifiedExcellentAcceptable19–25 tok/s$4,099
MacBook Pro M4 Max 128 GB128 GB unifiedExcellentAcceptable19–25 tok/s$5,299
MacBook Pro M5 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$1,699
MacBook Pro M5 24 GB24 GB unifiedAcceptableDoes Not Fit5–9 tok/s$2,099
MacBook Pro M5 32 GB32 GB unifiedAcceptableBorderline5–9 tok/s$2,499
MacBook Pro M5 Pro 24 GB24 GB unifiedComfortableDoes Not Fit11–18 tok/s$2,199
MacBook Pro M5 Pro 48 GB48 GB unifiedComfortableAcceptable11–18 tok/s$2,599
MacBook Pro M5 Pro 64 GB64 GB unifiedComfortableAcceptable11–18 tok/s$2,999
MacBook Pro M5 Max 36 GB36 GB unifiedExcellentAcceptable16–25 tok/s$3,599
MacBook Pro M5 Max 48 GB48 GB unifiedExcellentAcceptable20–35 tok/s$3,999
MacBook Pro M5 Max 64 GB64 GB unifiedExcellentAcceptable20–35 tok/s$4,399
MacBook Pro M5 Max 128 GB128 GB unifiedExcellentAcceptable20–35 tok/s$5,599

Mac mini

MachineChatAgentic codingChat speedPrice
Mac mini M2 8 GB8 GB unifiedDoes Not FitDoes Not Fit—$599
Mac mini M2 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$999
Mac mini M2 24 GB24 GB unifiedAcceptableDoes Not Fit4.7–6 tok/s$1,399
Mac mini M2 Pro 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$1,299
Mac mini M2 Pro 32 GB32 GB unifiedAcceptableTechnically Runs7–10 tok/s$1,699
Mac mini M4 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$599
Mac mini M4 24 GB24 GB unifiedAcceptableDoes Not Fit5–7 tok/s$999
Mac mini M4 32 GB32 GB unifiedAcceptableTechnically Runs5–7 tok/s$1,399
Mac mini M4 Pro 24 GB24 GB unifiedComfortableDoes Not Fit12–16 tok/s$1,399
Mac mini M4 Pro 48 GB48 GB unifiedComfortableBorderline12–16 tok/s$1,799
Mac mini M4 Pro 64 GB64 GB unifiedComfortableBorderline12–16 tok/s$2,199
Mac mini M6 16 GB16 GB unifiedDoes Not FitDoes Not Fit—$899
Mac mini M6 24 GB24 GB unifiedAcceptableDoes Not Fit6–10 tok/s$1,299
Mac mini M6 32 GB32 GB unifiedAcceptableBorderline6–10 tok/s$1,699
Mac mini M5 Pro 24 GB24 GB unifiedComfortableDoes Not Fit11–18 tok/s$1,699
Mac mini M5 Pro 48 GB48 GB unifiedComfortableAcceptable11–18 tok/s$2,099
Mac mini M5 Pro 64 GB64 GB unifiedComfortableAcceptable11–18 tok/s$2,499

Mac Studio

MachineChatAgentic codingChat speedPrice
Mac Studio M1 Max 32 GB32 GB unifiedComfortableBorderline14–19 tok/s$1,999
Mac Studio M1 Max 64 GB64 GB unifiedComfortableBorderline12–16 tok/s$2,399
Mac Studio M1 Ultra 64 GB64 GB unifiedExcellentAcceptable25–35 tok/s$4,999
Mac Studio M1 Ultra 128 GB128 GB unifiedExcellentAcceptable25–35 tok/s$5,799
Mac Studio M2 Max 32 GB32 GB unifiedExcellentBorderline17–25 tok/s$2,199
Mac Studio M2 Max 64 GB64 GB unifiedExcellentBorderline17–25 tok/s$2,599
Mac Studio M2 Max 96 GB96 GB unifiedExcellentBorderline17–25 tok/s$3,799
Mac Studio M2 Ultra 64 GB64 GB unifiedExcellentAcceptable19–25 tok/s$4,999
Mac Studio M2 Ultra 128 GB128 GB unifiedExcellentAcceptable19–25 tok/s$5,799
Mac Studio M2 Ultra 192 GB192 GB unifiedExcellentAcceptable19–25 tok/s$6,599
Mac Studio M4 Max 48 GB48 GB unifiedExcellentAcceptable19–25 tok/s$2,499
Mac Studio M4 Max 64 GB64 GB unifiedExcellentAcceptable19–25 tok/s$2,899
Mac Studio M4 Max 128 GB128 GB unifiedExcellentAcceptable19–25 tok/s$4,099
Mac Studio M3 Ultra 96 GB96 GB unifiedExcellentAcceptable19–25 tok/s$5,499
Mac Studio M3 Ultra 256 GB256 GB unifiedExcellentAcceptable19–25 tok/s$6,299
Mac Studio M3 Ultra 512 GB512 GB unifiedExcellentAcceptable19–25 tok/s$7,099
Mac Studio M5 Max 48 GB48 GB unifiedExcellentAcceptable20–35 tok/s$2,499
Mac Studio M5 Max 64 GB64 GB unifiedExcellentAcceptable20–35 tok/s$2,899
Mac Studio M5 Max 128 GB128 GB unifiedExcellentAcceptable20–35 tok/s$4,099
Mac Studio M5 Ultra 128 GB128 GB unifiedExcellentComfortable30–45 tok/s$5,499
Mac Studio M5 Ultra 256 GB256 GB unifiedExcellentComfortable30–45 tok/s$6,299
Mac Studio M5 Ultra 512 GB512 GB unifiedExcellentComfortable30–45 tok/s$7,099

Mac Pro

MachineChatAgentic codingChat speedPrice
Mac Pro M2 Ultra 64 GB64 GB unifiedExcellentAcceptable19–25 tok/s$6,999
Mac Pro M2 Ultra 128 GB128 GB unifiedExcellentAcceptable19–25 tok/s$7,799
Mac Pro M2 Ultra 192 GB192 GB unifiedExcellentAcceptable19–25 tok/s$8,599

NVIDIA desktops

MachineChatAgentic codingChat speedPrice
Desktop PC · GeForce RTX 3060 12GB · 32 GB RAM12 GB VRAM + 32 GB RAMBorderlineBorderline5–8 tok/s$1,200
Desktop PC · GeForce RTX 3090 · 32 GB RAM24 GB VRAM + 32 GB RAMExcellentComfortable30–40 tok/s$1,700
Desktop PC · GeForce RTX 3090 · 64 GB RAM24 GB VRAM + 64 GB RAMExcellentComfortable30–40 tok/s$1,828
Desktop PC · GeForce RTX 4060 Ti 16GB · 32 GB RAM16 GB VRAM + 32 GB RAMComfortableBorderline12–19 tok/s$1,350
Desktop PC · GeForce RTX 4070 Ti SUPER · 32 GB RAM16 GB VRAM + 32 GB RAMExcellentBorderline25–45 tok/s$1,700
Desktop PC · GeForce RTX 4080 SUPER · 32 GB RAM16 GB VRAM + 32 GB RAMExcellentBorderline35–50 tok/s$1,900
Desktop PC · GeForce RTX 4090 · 32 GB RAM24 GB VRAM + 32 GB RAMExcellentComfortable35–45 tok/s$2,700
Desktop PC · GeForce RTX 4090 · 64 GB RAM24 GB VRAM + 64 GB RAMExcellentComfortable35–45 tok/s$2,828
Desktop PC · GeForce RTX 5060 Ti 16GB · 32 GB RAM16 GB VRAM + 32 GB RAMExcellentBorderline25–35 tok/s$1,330
Desktop PC · GeForce RTX 5070 · 32 GB RAM12 GB VRAM + 32 GB RAMBorderlineBorderline6–10 tok/s$1,450
Desktop PC · GeForce RTX 5070 Ti · 32 GB RAM16 GB VRAM + 32 GB RAMExcellentBorderline45–65 tok/s$1,650
Desktop PC · GeForce RTX 5080 · 32 GB RAM16 GB VRAM + 32 GB RAMExcellentBorderline50–65 tok/s$1,900
Desktop PC · GeForce RTX 5090 · 32 GB RAM32 GB VRAM + 32 GB RAMExcellentExcellent45–65 tok/s$2,900
Desktop PC · GeForce RTX 5090 · 64 GB RAM32 GB VRAM + 64 GB RAMExcellentExcellent45–65 tok/s$3,028
Desktop PC · RTX PRO 6000 Blackwell · 128 GB RAM96 GB VRAM + 128 GB RAMExcellentExcellent45–60 tok/s$17,284
Desktop PC · 2× GeForce RTX 3090 (48 GB) · 128 GB RAM48 GB VRAM + 128 GB RAMExcellentComfortable25–45 tok/s$2,884

AMD desktops

MachineChatAgentic codingChat speedPrice
Desktop PC · Radeon RX 7900 XT · 32 GB RAM20 GB VRAM + 32 GB RAMExcellentAcceptable30–45 tok/s$1,550
Desktop PC · Radeon RX 7900 XTX · 32 GB RAM24 GB VRAM + 32 GB RAMExcellentComfortable35–45 tok/s$1,800
Desktop PC · Radeon RX 7900 XTX · 64 GB RAM24 GB VRAM + 64 GB RAMExcellentComfortable35–45 tok/s$1,928
Desktop PC · Radeon RX 9070 XT · 32 GB RAM16 GB VRAM + 32 GB RAMExcellentBorderline35–50 tok/s$1,500
Desktop PC · Radeon AI PRO R9700 · 32 GB RAM32 GB VRAM + 32 GB RAMExcellentComfortable25–35 tok/s$2,200
Desktop PC · Radeon AI PRO R9700 · 64 GB RAM32 GB VRAM + 64 GB RAMExcellentComfortable25–35 tok/s$2,328

Intel desktops

MachineChatAgentic codingChat speedPrice
Desktop PC · Intel Arc B580 · 32 GB RAM12 GB VRAM + 32 GB RAMBorderlineBorderline6–9 tok/s$1,150
Desktop PC · Intel Arc Pro B60 24GB · 32 GB RAM24 GB VRAM + 32 GB RAMComfortableBorderline10–17 tok/s$1,500
Desktop PC · Intel Arc Pro B60 24GB · 64 GB RAM24 GB VRAM + 64 GB RAMComfortableBorderline10–17 tok/s$1,628

Laptops

MachineChatAgentic codingChat speedPrice
Laptop · GeForce RTX 4060 Laptop · 32 GB RAM8 GB VRAM + 32 GB RAMBorderlineBorderline3–5 tok/s$1,200
Laptop · GeForce RTX 4090 Laptop · 32 GB RAM16 GB VRAM + 32 GB RAMExcellentBorderline25–40 tok/s$3,000
Laptop · GeForce RTX 5090 Laptop · 32 GB RAM24 GB VRAM + 32 GB RAMExcellentComfortable25–40 tok/s$3,800
Surface Laptop Ultra · RTX Spark N1X (18-core) · 24 GB24 GB unifiedComfortableDoes Not Fit12–20 tok/s$2,600
Surface Laptop Ultra · RTX Spark N1X (20-core) · 128 GB128 GB unifiedComfortableAcceptable10–17 tok/s$5,900
Laptop · Ryzen AI 9 HX 370 (Radeon 890M) · 32 GB32 GB unifiedAcceptableTechnically Runs4.2–7 tok/s$1,300
Laptop · Core Ultra 7 258V (Arc 140V) · 32 GB32 GB unifiedAcceptableTechnically Runs4.3–7 tok/s$1,300

Unified-memory PCs

MachineChatAgentic codingChat speedPrice
Ryzen AI Max+ 395 mini PC / Framework Desktop · 64 GB64 GB unifiedComfortableAcceptable11–15 tok/s$1,600
Ryzen AI Max+ 395 mini PC / Framework Desktop · 128 GB128 GB unifiedComfortableAcceptable11–15 tok/s$2,000
NVIDIA DGX Spark (GB10) · 128 GB128 GB unifiedComfortableAcceptable11–15 tok/s$6,950
NVIDIA DGX Spark (GB10) · 64 GB64 GB unifiedComfortableAcceptable11–15 tok/s$4,999

CPU only

MachineChatAgentic codingChat speedPrice
Desktop PC · Ryzen 9 9950X (no GPU) · 64 GB DDR564 GB RAM, no GPUBorderlineTechnically Runs2.1–3.5 tok/s$1,400