NVIDIA RTX PRO 6000 Blackwell Server Edition, AI & Machine Learning Benchmarks & Specs

96GB · AI Score 49.9/100 · first-party measured on 12 AI workloads

49.9 AI Score ✓ Measured

Every number on this page is first-party: NVIDIA RTX PRO 6000 Blackwell Server Edition was run on our pinned 12-workload AI suite on 2026-07-10, with under 0.5% run-to-run variance. On Llama 3.1 8B (Q4_K_M) NVIDIA RTX PRO 6000 Blackwell Server Edition delivers about 233.8 tokens/sec. Stepping up to Qwen3 32B it holds roughly 63.9 tok/s. The full Llama 3.3 70B still runs, at about 32.08 tok/s. For image generation, SDXL runs at 13.16 it/s, and FLUX.1-dev at 3.15 it/s. All 12 workloads fit in 96GB. There is no model in our suite this card has to turn down. NVIDIA RTX PRO 6000 Blackwell Server Edition isn't a retail purchase for most people. It's rented by the hour. You can run this exact card on RunPod.

AI & Machine Learning benchmark results

Text Generation tok/s 5

Qwen3 4B315.72

Llama 3.1 8B233.8

Qwen2.5-Coder 14B135.07

Qwen3 32B63.9

Llama 3.3 70B32.08

Workload	Result	Telemetry	Data
Qwen3 4B	315.72 tok/s	3 GB peak172 W43°C1.83 tok/WQ4_K_M	✓ Measured
Llama 3.1 8B	233.8 tok/s	5.2 GB peak217 W45°C1.08 tok/WQ4_K_M	✓ Measured
Qwen2.5-Coder 14B	135.07 tok/s	9 GB peak261 W48°C0.52 tok/WQ4_K_M	✓ Measured
Qwen3 32B	63.9 tok/s	19 GB peak218 W51°C0.29 tok/WQ4_K_M	✓ Measured
Llama 3.3 70B	32.08 tok/s	40.1 GB peak251 W55°C0.13 tok/WQ4_K_M	✓ Measured

Image Generation images/min 3

Stable Diffusion XL26.32

Z-Image Turbo14.775

FLUX.1 dev6.75

Workload	Result	Telemetry	Data
Stable Diffusion XL	26.32 images/min	14.7 GB peak509 W59°C2.3 s/img	✓ Measured
Z-Image Turbo	14.78 images/min	25.9 GB peak531 W63°C4.1 s/img	✓ Measured
FLUX.1 dev	6.75 images/min	36.8 GB peak544 W67°C8.9 s/img	✓ Measured

Image Editing images/min 2

Workload	Result	Telemetry	Data
FLUX.1 Kontext dev	3.02 images/min	35.6 GB peak547 W72°C19.9 s/img	✓ Measured
Qwen-Image-Edit	2.62 images/min	60.3 GB peak567 W73°C23 s/img	✓ Measured

Video Generation frames/s 2

Workload	Result	Telemetry	Data
LTX-Video (distilled)	15.64 frames/s	60.4 GB peak524 W67°C6.2 s/clip	✓ Measured
Wan 2.2 5B (720p)	0.88 frames/s	37.6 GB peak531 W72°C55.4 s/clip	✓ Measured

How we measured this. Every result comes from our own pinned, reproducible AI suite, 12 workloads: the Qwen3-4B to Llama-70B LLM ladder (llama.cpp, Q4_K_M), SDXL / Z-Image / FLUX-dev generation, FLUX-Kontext / Qwen-Edit editing, and LTX / Wan video, run first-party on rented hardware with under 0.5% run-to-run variance. Peak VRAM, power draw, temperature and tokens-per-watt are captured per workload. “Won’t fit” rows are real data: where a model exceeds the card’s VRAM at the tested precision we record a hard gate rather than silently dropping to a smaller quant. Measured 2026-07-10 · harness 2.0.0.

NVIDIA RTX PRO 6000 Blackwell Server Edition specifications

Architecture	Blackwell
CUDA cores	24,064
VRAM	96GB GDDR7 ECC
Memory bus	512-bit
Memory bandwidth	1792 GB/s
Boost clock	2,610 MHz
TDP	600 W
Process	TSMC 4N
Interface	PCIe 5.0 x16
Release date	2025-03-18
Launch MSRP	$8,565

Verdict, NVIDIA RTX PRO 6000 Blackwell Server Edition on real AI workloads

NVIDIA RTX PRO 6000 Blackwell Server Edition scores 49.9/100, #10 of 102. It ran all 12 workloads. Every figure here is our own measurement.

Relative performance: where the NVIDIA RTX PRO 6000 Blackwell Server Edition lands

100% = this card, AI & Machine Learning headline metric (AI Score). #9 of 21 desktop cards in this vertical.

GPU	%	AI Score
NVIDIA GH200 Grace Hopper	131%	65.6
NVIDIA H200	130%	65
NVIDIA H100 80GB HBM3	125%	62.6
NVIDIA H800 80GB	125%	62.6
NVIDIA RTX PRO 6000 Blackwell Server Edition	100%	49.9
NVIDIA H100 PCIe	93%	46.4
NVIDIA A100 80GB SXM4	66%	33.1
NVIDIA A800 80GB	66%	33.1
NVIDIA A100 80GB PCIe	64%	31.7

One tier up: NVIDIA H800 80GB (+25%)
One tier down: NVIDIA H100 PCIe (-7%)

← All AI & Machine Learning GPU rankings

What this card can build

Whole-job timings, composed from our measured per-model results on this card.

Workflow	Time	Energy	Basis
24-frame storyboard	2.3 min	15.7 Wh	all 2 stages measured
60-second AI short film	2.7 min	19.22 Wh	all 3 stages measured
6-panel comic page	3.6 min	26.83 Wh	all 3 stages measured
Character sheet, 12 poses	4.6 min	37.55 Wh	all 2 stages measured
Full codebase review	7.4 min	32.21 Wh	measured
10 short social clips	10.8 min	88.63 Wh	all 3 stages measured
20 long-form articles	14.5 min	60.83 Wh	measured
40-product photo shoot	15.2 min	133.59 Wh	all 2 stages measured
100-photo restoration batch	33.4 min	301.72 Wh	measured