Can Phi 3 Medium 14B run on RTX PRO 6000 Blackwell Server Edition 96GB?

YES — Runs Great

B58Good

○Estimated from fit model

Phi 3 Medium 14B needs ~22.4 GB VRAM. RTX PRO 6000 Blackwell Server Edition 96GB has 96.0 GB. With Q4_K_M quantization, expect ~169 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: HighStack: BasicBottleneck: Balanced

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) — 22.4 GB, 168.9 tok/s, Runs well

22.4 GB required96.0 GB available

23% VRAM used

Fit status

Runs well

Decode

168.9 tok/s

TTFT

1146 ms

Safe context

128K

Memory

22.4 GB / 96.0 GB

Memory breakdown

Weights8.5 GB

KV Cache3.1 GB

Runtime1.2 GB

Headroom9.6 GB

See how fast it feels

See how fast it feelsPhi 3 Medium 14B 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: 168.9 tok/s decode · 1.1s TTFT (warm) · 422 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

Workload	Grade	Fit	Decode	TTFT	Context
Chat	B	Runs well	168.9 tok/s	625 ms	128K
Coding	B	Runs well	168.9 tok/s	1146 ms	128K
Agentic Coding	B	Runs well	168.9 tok/s	1668 ms	128K
Reasoning	B	Runs well	168.9 tok/s	1355 ms	128K
RAG	B	Runs well	168.9 tok/s	2085 ms	128K

Quantization options

How Phi 3 Medium 14B (14B 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	5.5 GB	Low	C50
Q3_K_S	3	6.9 GB	Low	C50
NVFP4	4

Get started

Copy-paste commands to run Phi 3 Medium 14B on your machine.

Run

ollama run phi3:medium

Frequently asked questions

See all results for RTX PRO 6000 Blackwell Server Edition 96GB See all hardware for Phi 3 Medium 14B

URL: https://willitrunai.com/can-run/phi-3-medium-14b-on-rtx-pro-6000-blackwell-server-96gb

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