What can MacBook Pro 16" M4 Max run for chat?
Build: MacBook Pro M4 Max 64GB
Runs comfortably236 models
Ranked by fit for chat use case + predicted speed. Click a row for VRAM breakdown.
Quant: Q4_K_MContext: 8,192VRAM: 1.1 GBHeadroom: 54.9 GB829tok/sEstimated
Quant: Q4_K_MContext: 8,192VRAM: 2.3 GBHeadroom: 53.7 GB293tok/sEstimated
Quant: Q4_K_MContext: 2,048VRAM: 1.3 GBHeadroom: 54.7 GB452tok/sEstimated
Quant: Q4_K_MContext: 8,192VRAM: 2.7 GBHeadroom: 53.3 GB249tok/sEstimated
Quant: Q4_K_MContext: 8,192VRAM: 17.4 GBHeadroom: 38.6 GB207tok/sEstimated
Quant: Q4_K_MContext: 8,192VRAM: 3.3 GBHeadroom: 52.7 GBollama run alibayram/kumru:latest207tok/sEstimated
ollama run alibayram/kumru:latestQuant: Q4_K_MContext: 2,048VRAM: 1.3 GBHeadroom: 54.7 GB452tok/sEstimated
Quant: Q4_K_MContext: 2,048VRAM: 1.3 GBHeadroom: 54.7 GB452tok/sEstimated
Quant: Q4_K_MContext: 8,192VRAM: 3.1 GBHeadroom: 52.9 GB207tok/sEstimated
Quant: Q4_K_MContext: 8,192VRAM: 3.8 GBHeadroom: 52.2 GB166tok/sEstimated
Quant: Q4_K_MContext: 8,192VRAM: 4.5 GBHeadroom: 51.5 GB134tok/sEstimated
Quant: Q4_K_MContext: 8,192VRAM: 2.7 GBHeadroom: 53.3 GB249tok/sEstimated
Runs with tradeoffs11 models
Tight VRAM, partial CPU offload, or context-limited.
Quant: Q4_K_MContext: 8,192VRAM: 53.4 GBHeadroom: 2.6 GB- • Tight VRAM fit — only 2.6 GB headroom left for context growth
ollama run mixtral:8x7b11tok/sEstimated
- • Tight VRAM fit — only 2.6 GB headroom left for context growth
ollama run mixtral:8x7bQuant: Q8_0Context: 8,192VRAM: 52.2 GBHeadroom: 3.8 GB- • Tight VRAM fit — only 3.8 GB headroom left for context growth
ollama run qwen3:32b9tok/sEstimated
- • Tight VRAM fit — only 3.8 GB headroom left for context growth
ollama run qwen3:32bQuant: Q8_0Context: 8,192VRAM: 52.2 GBHeadroom: 3.8 GB- • Tight VRAM fit — only 3.8 GB headroom left for context growth
ollama run deepseek-r1:32b9tok/sEstimated
- • Tight VRAM fit — only 3.8 GB headroom left for context growth
ollama run deepseek-r1:32bQuant: Q8_0Context: 8,192VRAM: 52.2 GBHeadroom: 3.8 GB- • Tight VRAM fit — only 3.8 GB headroom left for context growth
ollama run qwen2.5:32b9tok/sEstimated
- • Tight VRAM fit — only 3.8 GB headroom left for context growth
ollama run qwen2.5:32bQuant: Q4_K_MContext: 2,048VRAM: 53.4 GBHeadroom: 2.6 GB- • Tight VRAM fit — only 2.6 GB headroom left for context growth
7tok/sEstimated
- • Tight VRAM fit — only 2.6 GB headroom left for context growth
Quant: Q4_K_MContext: 2,048VRAM: 52.6 GBHeadroom: 3.4 GB- • Tight VRAM fit — only 3.4 GB headroom left for context growth
ollama run qwen2.5:72b7tok/sEstimated
- • Tight VRAM fit — only 3.4 GB headroom left for context growth
ollama run qwen2.5:72bQuant: Q4_K_MContext: 2,048VRAM: 52.6 GBHeadroom: 3.4 GB- • Tight VRAM fit — only 3.4 GB headroom left for context growth
7tok/sEstimated
- • Tight VRAM fit — only 3.4 GB headroom left for context growth
Quant: Q4_K_MContext: 2,048VRAM: 52.6 GBHeadroom: 3.4 GB- • Tight VRAM fit — only 3.4 GB headroom left for context growth
7tok/sEstimated
- • Tight VRAM fit — only 3.4 GB headroom left for context growth
What if you upgraded?
Hypothetical scenarios. We re-ran the compatibility engine for each.
Move up an Apple memory tier
~$200–400 over base
On Apple Silicon, more unified memory is the only path forward — VRAM and system RAM are the same pool.
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Won't runtop 5 popular models
Need more memory than you have. Shown for orientation.
Needs ~1024 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.
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Needs ~1024 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.
Needs ~256 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.
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Needs ~256 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.
Needs ~160 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.
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Needs ~160 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.
Needs ~420 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.
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Needs ~420 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.
Needs ~80 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.
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Needs ~80 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.
How to read these numbers
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