Qwen3-Next 80B-A3B
Qwen / 80B / Q4_K_M / ~50.4 GB
Best for: Chat, Coding, Long Context·Perf: ~44.6 tok/s · first token ~1.5s
Best for chat, coding, long context. Strong fit for 96 GB RAM with balanced speed and quality.
Ranked open-weight models that run well on a 96GB machine, with estimated speed and the exact ollama command for each.
Try: RTX 4090, MacBook Pro M4, 16GB, iPhone 17 Pro
Estimates assume a representative Apple-Silicon machine with 96GB unified memory. Tok/s are ModelFit estimates, not measured benchmarks. Run the wizard for figures tuned to your exact chip.
Qwen / 80B / Q4_K_M / ~50.4 GB
Best for: Chat, Coding, Long Context·Perf: ~44.6 tok/s · first token ~1.5s
Best for chat, coding, long context. Strong fit for 96 GB RAM with balanced speed and quality.
Qwen / 35B / Q8_0 / ~38.7 GB
Best for: Reasoning, Coding, Agents·Perf: ~36.9 tok/s · first token ~1.5s
Best for reasoning, coding, agents. Strong fit for 96 GB RAM with balanced speed and quality.
Qwen / 35B / Q8_0 / ~38.7 GB
Best for: Reasoning, Coding, Agent scenarios·Perf: ~36.9 tok/s · first token ~1.5s
Best for reasoning, coding, agent scenarios. Strong fit for 96 GB RAM with balanced speed and quality.
GPT-OSS / 117B / MXFP4 / ~65.4 GB
Best for: Reasoning, Coding, Agents·Perf: ~29.8 tok/s · first token ~1.6s
This model may feel memory-heavy on 96 GB RAM, but it is still listed for balanced speed and quality.
Qwen / 122B / Q4_K_M / ~72 GB
Best for: Frontier-level reasoning, Complex tasks·Perf: ~19 tok/s · first token ~1.8s
This model may feel memory-heavy on 96 GB RAM, but it is still listed for balanced speed and quality.
Llama / 109B / Q4_K_M / ~67 GB
Best for: Long context, Quality, Multimodal·Perf: ~16.1 tok/s · first token ~1.9s
This model may feel memory-heavy on 96 GB RAM, but it is still listed for balanced speed and quality.
Llama / 70B / Q4_K_M / ~42 GB
Best for: Quality, Coding·Perf: ~9.9 tok/s · first token ~2.3s
Best for quality, coding. Strong fit for 96 GB RAM with balanced speed and quality.
Gemma / 26B / Q8_0 / ~28.1 GB
Best for: Chat, Coding, Multimodal·Perf: ~37.1 tok/s · first token ~0.7s
Best for chat, coding, multimodal. Strong fit for 96 GB RAM with balanced speed and quality.
Qwen / 35B / Q4_K_M / ~22 GB
Best for: Reasoning, Coding, Agents·Perf: ~67.4 tok/s · first token ~1.4s
Best for reasoning, coding, agents. Strong fit for 96 GB RAM with balanced speed and quality.
Qwen / 35B / Q4_K_M / ~20 GB
Best for: Reasoning, Coding, Agent scenarios·Perf: ~67.4 tok/s · first token ~1.4s
Best for reasoning, coding, agent scenarios. Strong fit for 96 GB RAM with balanced speed and quality.
Qwen / 27B / Q8_0 / ~30 GB
Best for: Coding, Quality, Long context·Perf: ~14 tok/s · first token ~1.2s
Best for coding, quality, long context. Strong fit for 96 GB RAM with balanced speed and quality.
Gemma / 26B / Q4_K_M / ~16 GB
Best for: Chat, Coding, Multimodal·Perf: ~67.7 tok/s · first token ~0.6s
Best for chat, coding, multimodal. Strong fit for 96 GB RAM with balanced speed and quality.
The wizard tunes picks and speed estimates to your exact device, chip, and RAM.