NVIDIA Quadro RTX 4000 — Benchmarks & Specs
Short answer: the NVIDIA Quadro RTX 4000 generates a median 58.6 tokens/sec on 7-9B dense models at 4-bit (Q4) under llama.cpp, across 5 cited runs from llama.cpp GitHub, GPU-Benchmarks-on-LLM-Inference and LocalScore.ai. Its 8 GB of VRAM holds up to Gemma 2 9B at Q4_K_M with an ~8K context, by the Will-It-Run matrix's sizing (8 of 23 models fit). A used eBay listing for it is $185.00, checked (listings can end at any time).
- Median speed 58.6 tok/s 5 cited runs, 7-9B at Q4, llama.cpp
- Fits in 8 GB up to Gemma 2 9B at Q4_K_M → at ~8K context; 8 of 23 models in the Will-It-Run matrix
Bottom line: how fast is the Quadro RTX 4000?
SpecPicks median: 58.6 tokens/sec across 5 cited single-user runs of 7-9B dense models at 4-bit (Q4) under llama.cpp (range 44.4–65.6 tok/s), from llama.cpp GitHub (2 runs), GPU-Benchmarks-on-LLM-Inference, LocalScore.ai (2 runs). One of those runs: llama3:8b at q4_K_M generates 58.6 tokens/sec under llama.cpp, per GPU-Benchmarks-on-LLM-Inference. In Geekbench 5 OpenCL it scores 144,947 points, per Geekbench Browser. Its 8 GB of VRAM is the binding constraint for local inference: the llama3:8b run above (8B parameters) is the largest model on file at 4-bit quantization on this card.
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 (Used): $185.00, 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 8 GB: by Q4-class file size, 8 of the 23 open-weight models in the SpecPicks Will-It-Run matrix load entirely into the NVIDIA Quadro RTX 4000's 8 GB with 1.5 GB left for an ~8K context, up to Gemma 2 9B (a 5.8 GB Q4_K_M file per its Hugging Face listing). Check a model in the Will-It-Run matrix →
The Quadro RTX 4000 is a graphics card from the Turing family released in 2018 from NVIDIA. Key on-paper specs include 8 GB of GDDR6 VRAM, 160W TDP. Data on this page draws on 2 linked listings, 11 synthetic benchmark results (top 10 shown), 10 community AI inference reports, compiled from LocalScore.ai, GPU-Benchmarks-on-LLM-Inference, topcpu.net, Geekbench Browser, llama.cpp GitHub, PassMark, 3DMark, cputronic.com, LocalLLaMA; each table row links to its source. Read this page when shopping the Quadro RTX 4000, 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 |
|---|---|---|---|---|---|
| llama3.2:1b | q4_K_M llama.cpp | 189.0 tok/s | — | LocalScore.ai retrieved 2026-08-21 | |
| llama2:7b | q4_0 llama.cpp | 65.6 tok/s | — | llama.cpp GitHub (CUDA performance scoreboard) 2025-08 | |
| llama2:7b | q4_0 llama.cpp | 61.8 tok/s | — | llama.cpp GitHub Discussions #15013 2025-08-07 | |
| llama3:8b | q4_K_M llama.cpp | 58.6 tok/s | — | GPU-Benchmarks-on-LLM-Inference (GitHub) 2024-05 | |
| llama3.1:8b | q4_K_M llama.cpp | 53.5 tok/s | — | LocalScore.ai 2025-01 | |
| qwen3:0.6b | — ollama | 47.1 tok/s | — | LocalLLaMA 2026-04-15 | |
| llama3.1:8b | q4_K_M llama.cpp | 44.4 tok/s | — | LocalScore.ai retrieved 2026-08-21 | |
| llama3.1:8b-instruct | q4_K_M llama.cpp (LocalScore/llamafile) | 40.0 tok/s | — | LocalScore.ai retrieved 2026-09-24 | |
| qwen2.5:14b | q4_K_M llama.cpp | 30.0 tok/s | — | LocalScore.ai 2025-01 | |
| qwen2.5:14b | q4_K_M llama.cpp | 24.7 tok/s | — | LocalScore.ai retrieved 2026-08-21 |
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 OpenCL | 144,947 points | Geekbench Browser (via technical.city) retrieved 2026-06-11 | |
| Geekbench 5 Vulkan | 126,474 points | Geekbench Browser (via technical.city) retrieved 2026-06-11 | |
| PassMark G3D Mark | 23,674 points | PassMark Software retrieved 2026-05-08 | |
| PassMark G3D Mark | 14,854 pts | PassMark retrieved 2026-04-20 | |
| 3DMark Time Spy | 14,340 points | topcpu.net (aggregated 3DMark user submissions) retrieved 2026-06-11 | |
| 3DMark Time Spy Extreme | 6,708 points | topcpu.net (aggregated 3DMark user submissions) retrieved 2026-06-11 | |
| Blender GPU Cycles | 5,293 points | cputronic.com retrieved 2026-06-11 | |
| 3DMark Speed Way | 3,666 points | topcpu.net (aggregated 3DMark user submissions) retrieved 2026-06-11 | |
| 3DMark Steel Nomad DX12 (Graphics score) | 1,847 points | 3DMark (UL Benchmarks) 2026-09-24 | |
| PassMark G2D Mark | 814 pts | PassMark retrieved 2026-04-20 |
Products Featuring the Quadro RTX 4000
Full Specifications
| TDP | 160 W |
|---|---|
| VRAM | 8 GB |
| CUDA cores | 2304 |
| Memory type | GDDR6 |
Quadro RTX 4000 — Frequently Asked Questions
What is the Quadro RTX 4000 best used for?
When was the Quadro RTX 4000 released?
Where do the Quadro RTX 4000 benchmark numbers come from?
Can the Quadro RTX 4000 run local LLMs?
Where can I buy the Quadro RTX 4000?
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This page is the raw performance data. The guides below turn it into a ranked pick for a specific build.
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