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URL: https://willitrunai.com/can-run/mistral-small-3.2-24b-on-rtx-pro-6000-blackwell-server-96gb

⇱ Mistral Small 3.2 24B on RTX PRO 6000 Blackwell Server Edit…

Can Mistral Small 3.2 24B run on RTX PRO 6000 Blackwell Server Edition 96GB?

YES — Runs Great

A82Great
○Estimated from fit model

Mistral Small 3.2 24B needs ~27.9 GB VRAM. RTX PRO 6000 Blackwell Server Edition 96GB has 96.0 GB. With Q4_K_M quantization, expect ~99 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: HighStack: BasicBottleneck: Balanced
Share:

Operating mode

Choose the run profile you care about

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.

Capabilities:

Select quantization to explore

Q4_K_M (Medium quality) — 27.9 GB, 98.5 tok/s, Runs well
27.9 GB required96.0 GB available
29% VRAM used

Fit status

Runs well

Decode

98.5 tok/s

TTFT

1965 ms

Safe context

131K

Memory

27.9 GB / 96.0 GB

Memory breakdown

Weights14.6 GB
KV Cache2.4 GB
Runtime1.2 GB
Headroom9.6 GB

See how fast it feels

See how fast it feelsMistral Small 3.2 24B on RTX PRO 6000 Blackwell Server Edition 96GB
1st promptCold start — includes initialization
>Solve: If a train travels at 60 mph for 2.5 hours, how far does it go?
Let me work through this step by step. Given information: - Speed = 60 mph (miles per hour) - Time = 2.5 hours Formula: Distance = Speed x Time Calculation: Distance = 60 mph x 2.5 h = 150 miles The train travels 150 miles. Double-check: at 60 mph the train covers 60 miles each hour. In half an hour it covers 30 miles. So in 2.5 hours: 60 + 60 + 30 = 150 miles. Confirmed.
2nd promptWarm — model ready, no init overhead
>What if the train stops for 20 minutes halfway?
The stop doesn't change the total distance covered while moving, but it affects total trip time. Breakdown: - First half: 1.25 hours at 60 mph = 75 miles - Stop: 20 minutes (no distance) - Second half: 1.25 hours at 60 mph = 75 miles Total distance: 150 miles (same) Total time: 2.5 h + 0.33 h = 2.83 hours Average speed: 150 / 2.83 = 53 mph The distance stays the same but average speed drops to 53 mph because of the stop.
Estimated: 98.5 tok/s decode · 2.0s TTFT (warm) · 246 tok/s prefill

What limits this setup

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.

Best improvement path

Performance by workload

WorkloadGradeFitDecodeTTFTContext
ChatARuns well98.5 tok/s1072 ms131K
CodingARuns well98.5 tok/s1965 ms131K
Agentic CodingARuns well98.5 tok/s2859 ms131K
ReasoningARuns well98.5 tok/s2323 ms131K
RAGARuns well98.5 tok/s3573 ms131K

Quantization options

How Mistral Small 3.2 24B (24B params) fits at each quantization level on RTX PRO 6000 Blackwell Server Edition 96GB (96.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
9.4 GB
LowA73
Q3_K_S
3
11.8 GB
LowA74
NVFP4
4
13.4 GB
MediumA74
Q4_K_M
4
14.6 GB
MediumA74
Q5_K_M
5
17.3 GB
HighA74
Q6_K
6
19.7 GB
HighA75
Q8_0
8
25.7 GB
Very HighA75
F16Best for your GPU
16
49.2 GB
MaximumA80

Get started

Copy-paste commands to run Mistral Small 3.2 24B on your machine.

Run

ollama run mistral-small3.2

Your hardware

More models your RTX PRO 6000 Blackwell Server Edition 96GB can run

ModelParamsGradeDecodeCapabilities
👁 Mistral
Devstral 2 123B Instruct		123BS19.4 tok/s
👁 Alibaba
Qwen3-Coder 30B A3B Instruct		30.5BS202.8 tok/s
👁 Alibaba
Qwen 3.5 27B		27BS88 tok/s
👁 Alibaba
Qwen 3.6 27B		27BS88.2 tok/s
👁 Alibaba
Qwen 3.5 122B A10B		122BS53.9 tok/s

Frequently asked questions

See all results for RTX PRO 6000 Blackwell Server Edition 96GBSee all hardware for Mistral Small 3.2 24B