NVIDIA GeForce RTX 3080 Ti vs NVIDIA RTX PRO 6000 Blackwell Server Edition, AI & Machine Learning Comparison
NVIDIA RTX PRO 6000 Blackwell Server Edition wins 11 of 11 benchmarks, averaging 62.5% faster.
Both cards were measured first-party on our bench, same suite, same test rig.
What the numbers say
The gap is widest in Qwen2.5-Coder 14B, where NVIDIA RTX PRO 6000 Blackwell Server Edition leads by 72% (78.31 vs 135.07 tok/s); the closest fight is Qwen3 4B (53% apart); VRAM decides part of this one: NVIDIA RTX PRO 6000 Blackwell Server Edition runs 12 of our 12 AI workloads while the other card runs 3, models that don't fit score zero.
Benchmark results head-to-head
| Benchmark | NVIDIA GeForce RTX 3080 Ti | NVIDIA RTX PRO 6000 Blackwell Server Edition | Difference |
|---|---|---|---|
| Qwen3 4B tok/s | 206.45 | 315.72 | -35% |
| Llama 3.1 8B tok/s | 144.11 | 233.8 | -38% |
| Qwen2.5-Coder 14B tok/s | 78.31 | 135.07 | -42% |
| Qwen3 32B tok/s | 0 | 63.9 | n/a |
| Llama 3.3 70B tok/s | 0 | 32.08 | n/a |
| Z-Image Turbo images/min | 0 | 14.775 | n/a |
| FLUX.1 dev images/min | 0 | 6.75 | n/a |
| FLUX.1 Kontext dev images/min | 0 | 3.021 | n/a |
| Qwen-Image-Edit images/min | 0 | 2.62 | n/a |
| LTX-Video (distilled) frames/s | 0 | 15.64 | n/a |
| Wan 2.2 5B (720p) frames/s | 0 | 0.88 | n/a |
Whole-job comparison
How long each card takes to finish a complete pipeline, not just one model. NVIDIA GeForce RTX 3080 Ti is faster on 0 of 1; NVIDIA RTX PRO 6000 Blackwell Server Edition on 1.
| Workflow | NVIDIA GeForce RTX 3080 Ti | NVIDIA RTX PRO 6000 Blackwell Server Edition | Difference |
|---|---|---|---|
| Full codebase review | 12.8 min | 7.4 min | NVIDIA RTX PRO 6000 Blackwell Server Edition 1.72x faster |
Specifications compared
| NVIDIA GeForce RTX 3080 Ti | NVIDIA RTX PRO 6000 Blackwell Server Edition | |
|---|---|---|
| VRAM | 12GB | 96GB |
| Architecture | Ampere (GA102) | Blackwell |
| Memory bandwidth | 912.4 GB/s | 1792 GB/s |
| Boost clock | 1,665 MHz | 2,610 MHz |
| TDP | 350 W | 600 W |
| Launch MSRP | $1,199 | $8,565 |
| Release | 2021-06-03 | 2025-03-18 |
FAQ
- Which is better for ai & machine learning: NVIDIA GeForce RTX 3080 Ti or NVIDIA RTX PRO 6000 Blackwell Server Edition?
- NVIDIA RTX PRO 6000 Blackwell Server Edition performs better for ai & machine learning, winning 11 of 11 benchmarks in our suite with an average 62.5% advantage.
- What are the main hardware differences between NVIDIA GeForce RTX 3080 Ti and NVIDIA RTX PRO 6000 Blackwell Server Edition?
- NVIDIA GeForce RTX 3080 Ti has 12GB VRAM and a 350W TDP, while NVIDIA RTX PRO 6000 Blackwell Server Edition has 96GB VRAM and a 600W TDP.
- Does VRAM matter more than speed between NVIDIA GeForce RTX 3080 Ti and NVIDIA RTX PRO 6000 Blackwell Server Edition?
- For AI, yes, NVIDIA RTX PRO 6000 Blackwell Server Edition fits 8 more of our 12 workloads than NVIDIA GeForce RTX 3080 Ti. A model that exceeds VRAM doesn't run slower, it doesn't run at all, so the card that fits the model wins that workload outright.
- Where is the biggest performance difference between NVIDIA GeForce RTX 3080 Ti and NVIDIA RTX PRO 6000 Blackwell Server Edition?
- Qwen2.5-Coder 14B: NVIDIA RTX PRO 6000 Blackwell Server Edition leads by roughly 72% (78.31 vs 135.07 tok/s) in our testing.
NVIDIA GeForce RTX 3080 Ti full review · NVIDIA RTX PRO 6000 Blackwell Server Edition full review · All AI & Machine Learning rankings