Command R+ 104B needs ~77.4 GB VRAM. RTX PRO 6000 Blackwell Server Edition 96GB has 96.0 GB. With Q4_K_M quantization, expect ~23 tok/s.
Operating mode
Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.
Current mode
Balanced
Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.
Select quantization to explore
Fit status
Runs well
Decode
23.0 tok/s
TTFT
8419 ms
Safe context
103K
Memory
77.4 GB / 96.0 GB
This setup is broadly balanced for this model.
No major red flags
This recommendation has enough memory headroom and acceptable estimated speed for the selected workload.
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | B | Runs well | 23.0 tok/s | 4592 ms | 103K |
| Coding | B | Runs well | 23.0 tok/s | 8419 ms | 103K |
| Agentic Coding | B | Tight fit | 23.0 tok/s | 12246 ms | 103K |
| Reasoning | B | Runs well | 23.0 tok/s | 9950 ms | 103K |
| RAG | B | Tight fit | 23.0 tok/s | 15307 ms | 103K |
How Command R+ 104B (104B params) fits at each quantization level on RTX PRO 6000 Blackwell Server Edition 96GB (96.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 40.6 GB | Low | B63 |
Q3_K_S | 3 | 51.0 GB | Low | B65 |
NVFP4 | 4 | 58.2 GB | Medium | B65 |
Q4_K_M | 4 | 63.4 GB | Medium | B65 |
Q5_K_MBest for your GPU | 5 | 74.9 GB | High | B65 |
Q6_K | 6 | 85.3 GB | High | F0 |
Q8_0 | 8 | 111.3 GB | Very High | F0 |
F16 | 16 | 213.2 GB | Maximum | F0 |
Copy-paste commands to run Command R+ 104B on your machine.
Run
ollama run command-r-plusUpgrade options
NVIDIA H200 141GBBudget pickRaises estimated decode speed by about 200%.
Adds memory headroom for longer context windows and future model growth.
~$30,000 MSRP
NVIDIA H200 PCIe 141GBBest valueRaises estimated decode speed by about 200%.
Adds memory headroom for longer context windows and future model growth.
~$30,000 MSRP
Yes, RTX PRO 6000 Blackwell Server Edition 96GB can run Command R+ 104B with a B grade (Runs well). Expected decode speed: 23.0 tok/s.
Command R+ 104B (104B parameters) requires approximately 77.4 GB of memory with Q4_K_M quantization.
The recommended quantization for Command R+ 104B is Q4_K_M, which balances quality and memory efficiency.
On RTX PRO 6000 Blackwell Server Edition 96GB, Command R+ 104B achieves approximately 23.0 tokens per second decode speed with a time-to-first-token of 8419ms using Q4_K_M quantization.
For coding workloads, Command R+ 104B on RTX PRO 6000 Blackwell Server Edition 96GB receives a B grade with 23.0 tok/s and 103K context.
On RTX PRO 6000 Blackwell Server Edition 96GB, Command R+ 104B can safely use up to 103K tokens of context. The model's official context limit is 131K, but available memory constrains the safe maximum.
Paste this snippet into any page to show a live fit card.
<iframe src="https://willitrunai.com/embed/command-r-plus-104b-on-rtx-pro-6000-blackwell-server-96gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>
Preview: