NVIDIA RTX 5000 Ada Generation — Benchmarks & Specs
Short answer: the NVIDIA RTX 5000 Ada Generation generates a median 89.9 tokens/sec on 7-9B dense models at 4-bit (Q4) under llama.cpp, across 3 cited runs from OpenLLMBenchmarks and GPU-Benchmarks-on-LLM-Inference. Its 32 GB of VRAM holds up to DeepSeek-R1-Distill-Qwen 32B at Q4_K_M with an ~8K context, by the Will-It-Run matrix's sizing (20 of 23 models fit). A used eBay listing for it is $4,399.00, checked (listings can end at any time).
- Median speed 89.9 tok/s 3 cited runs, 7-9B at Q4, llama.cpp
- Fits in 32 GB up to DeepSeek-R1-Distill-Qwen 32B at Q4_K_M → at ~8K context; 20 of 23 models in the Will-It-Run matrix
Bottom line: how fast is the RTX 5000 Ada Generation?
SpecPicks median: 89.9 tokens/sec across 3 cited single-user runs of 7-9B dense models at 4-bit (Q4) under llama.cpp (range 89.9–89.9 tok/s), from OpenLLMBenchmarks, GPU-Benchmarks-on-LLM-Inference (2 runs). One of those runs: llama3:8b at q4_K_M generates 89.9 tokens/sec under llama.cpp, per GPU-Benchmarks-on-LLM-Inference. In Geekbench 5 Vulkan it scores 251,643 points, per Technical.city. It has 32 GB of VRAM, and the llama3:8b run above (8B parameters) is the largest model on file at 4-bit quantization on this card. Larger models have no sourced run on file.
Every figure above is a row in the tables below, and each row links out to the review or public benchmark database the number was taken from; the SpecPicks median is computed here from the runs it names, each a row in the AI table. SpecPicks aggregates published measurements; it does not report first-party benchmark runs.
eBay listing (Open box): $4,399.00, checked . eBay listings are third-party and can end at any time; as an eBay Partner Network member, SpecPicks may earn a commission.
Check what fits in 32 GB: by Q4-class file size, 20 of the 23 open-weight models in the SpecPicks Will-It-Run matrix load entirely into the NVIDIA RTX 5000 Ada Generation's 32 GB with 1.5 GB left for an ~8K context, up to DeepSeek-R1-Distill-Qwen 32B (a 19.9 GB Q4_K_M file per its Hugging Face listing). Check a model in the Will-It-Run matrix →
The RTX 5000 Ada Generation is a graphics card from the Ada Lovelace family from NVIDIA. Key on-paper specs include 32 GB of VRAM. Data on this page draws on 2 linked listings, 12 synthetic benchmark results (top 10 shown), 9 community AI inference reports, compiled from GPU-Benchmarks-on-LLM-Inference, OpenLLMBenchmarks, LocalLLaMA, Notebookcheck, Technical.city, 3DMark, NanoReview, PassMark, Puget Systems, TopCPU.net; each table row links to its source. Read this page when shopping the RTX 5000 Ada Generation, comparing it against other graphics cards in your build, or sizing it for a specific workload (synthetic benchmark scores or local LLM inference).
AI Inference Performance
Tokens per second under each model + quantization. Higher = faster generation. Bars compare runs across the same model.
| Model | Quantization | Relative | Tokens/sec | VRAM used | Source |
|---|---|---|---|---|---|
| deepseekr1:32b | — ollama | 100.0 tok/s | — | LocalLLaMA 2026-04-18 | |
| llama3:8b | q4_K_M llama.cpp | 89.9 tok/s | — | OpenLLMBenchmarks 2024-01 | |
| llama3:8b | q4_K_M llama.cpp | 89.9 tok/s | — | GPU-Benchmarks-on-LLM-Inference (GitHub) 2024-05 | |
| llama3.1:8b | q4_K_M llama.cpp | 89.9 tok/s | — | XiongjieDai/GPU-Benchmarks-on-LLM-Inference (GitHub) 2024-08 | |
| llama3:8b | FP16 llama.cpp | 32.7 tok/s | — | GPU-Benchmarks-on-LLM-Inference (GitHub) 2024-05 | |
| llama3.1:8b | FP16 llama.cpp | 32.7 tok/s | — | XiongjieDai/GPU-Benchmarks-on-LLM-Inference (GitHub) 2024-08 | |
| llama3:8b | FP16 llama.cpp | 32.7 tok/s | — | OpenLLMBenchmarks 2024-01 | |
| qwen3:30b | — ollama | 13.0 tok/s | — | LocalLLaMA 2026-04-17 | |
| phi-3-mini-4k-instruct | q4_K_M llama.cpp | — tok/s | — | Puget Systems 2024-08-22 |
Synthetic Benchmarks
Higher is better. Bars are scaled within each benchmark family (multi-thread, single-thread, etc.) so you can compare like-with-like at a glance.
| Benchmark | Relative | Score | Source |
|---|---|---|---|
| Geekbench 5 Vulkan | 251,643 points | Technical.city (Geekbench Browser aggregate) retrieved 2026-07-11 | |
| Geekbench 5 OpenCL | 193,891 points | Technical.city (Geekbench Browser aggregate) retrieved 2026-07-11 | |
| PassMark G3D Mark | 30,648 points | PassMark VideoCardBenchmark retrieved 2026-07-11 | |
| PassMark G3D Mark | 30,293 points | PassMark Software retrieved 2026-05-05 | |
| PassMark G3D Mark | 30,156 pts | PassMark retrieved 2026-04-20 | |
| 3DMark Steel Nomad Lite | 28,751 points | NanoReview (3DMark Browser aggregate) retrieved 2026-07-11 | |
| 3DMark Fire Strike | 27,190 points | Notebookcheck retrieved 2026-07-11 | |
| 3DMark Time Spy | 14,894 points | Notebookcheck retrieved 2026-07-11 | |
| 3DMark Time Spy | 14,170 points | TopCPU.net retrieved 2026-08-20 | |
| 3DMark Time Spy | 13,898 points | 3DMark 2024-06-09 |
Products Featuring the RTX 5000 Ada Generation
Full Specifications
| VRAM | 32 GB |
|---|
RTX 5000 Ada Generation — Frequently Asked Questions
What is the RTX 5000 Ada Generation best used for?
Where do the RTX 5000 Ada Generation benchmark numbers come from?
Can the RTX 5000 Ada Generation run local LLMs?
Where can I buy the RTX 5000 Ada Generation?
Buying guides that rank the RTX 5000 Ada Generation's class
This page is the raw performance data. The guides below turn it into a ranked pick for a specific build.
Editorial guides covering the RTX 5000 Ada Generation
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