NVIDIA RTX A2000 12GB — Benchmarks & Specs
Bottom line: how fast is the NVIDIA RTX A2000 12GB?
At 1440p (Highest), the NVIDIA RTX A2000 12GB averages 55 fps in Shadow of the Tomb Raider, per topcpu.net GPU Performance Rankings. For local LLM inference it generates 140.0 tokens/sec running llama3.2:1b at q4_K_M under llama.cpp, per LocalScore (Mozilla Builders Project). In Geekbench 5 CUDA it scores 83,470 points, per HardwareDB. Its 12 GB of VRAM is the binding constraint for local inference: that capacity fits 8-13B-parameter models at Q4_K_M.
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. SpecPicks aggregates published measurements; it does not report first-party benchmark runs.
The NVIDIA RTX A2000 12GB is a graphics card from the Ampere Pro family released in 2021 from NVIDIA. Key on-paper specs include 12 GB of GDDR VRAM, 70W TDP. It launched with a $450 MSRP, though street prices typically diverge meaningfully from launch pricing — see the linked product cards below for current Amazon listings. Data on this page draws on 10 synthetic benchmark results, 10 community AI inference reports, 9 measured game frame-rate results, aggregated from public benchmark databases (TechPowerUp, PassMark, Geekbench, Cinebench) and the LocalLLaMA community. Read this page when shopping the NVIDIA RTX A2000 12GB, comparing it against other graphics cards in your build, or sizing it for a specific workload (gaming at 1080p/1440p/4K, productivity benchmarks, or local LLM inference).
Gaming Performance (measured FPS)
Average and 1% low frame rates by game, resolution, and quality preset. Bars are scaled against the fastest result on this page.
| Game | Resolution | Settings | Relative | Avg FPS | 1% low | Source |
|---|---|---|---|---|---|---|
| Shadow of the Tomb Raider | 1080p | Highest | 75 fps | — | topcpu.net GPU Performance Rankings 2022-01-01 | |
| Shadow of the Tomb Raider | 1080p | Highest | 73 fps | — | CpuTronic 2022-03-01 | |
| Shadow of the Tomb Raider | 1080p | High | 73 fps | — | CpuTronic 2022-06-01 | |
| Shadow of the Tomb Raider | 1440p | Highest | 55 fps | — | topcpu.net GPU Performance Rankings 2022-01-01 | |
| Shadow of the Tomb Raider | 1440p | High | 54 fps | — | CpuTronic 2022-06-01 | |
| Shadow of the Tomb Raider | 1440p | Highest | 54 fps | — | CpuTronic 2022-03-01 | |
| Shadow of the Tomb Raider | 4K | Highest | 24 fps | — | cputronic.com GPU Database 2022-01-01 | |
| Shadow of the Tomb Raider | 4K | Highest | 24 fps | — | CpuTronic 2022-03-01 | |
| Shadow of the Tomb Raider | 4K | High | 24 fps | — | CpuTronic 2022-06-01 |
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 | 140.0 tok/s | — | LocalScore (Mozilla Builders Project) 2025-01-01 | |
| llama3.2:1b | q4_K_M llama.cpp | 140.0 tok/s | — | LocalScore.ai 2026-04-29 | |
| llama3.2:1b | q4_K_M llamafile | 140.0 tok/s | — | LocalScore.ai 2026-04-09 | |
| llama2:7b | q4_0 llama.cpp | 45.5 tok/s | — | knightli.com llama.cpp GPU Scoreboards 2026-04-23 | |
| llama3.1:8b | q4_K_M llama.cpp | 35.7 tok/s | — | LocalScore (Mozilla Builders Project) 2025-01-01 | |
| llama3.1:8b | q4_K_M llama.cpp | 35.7 tok/s | — | LocalScore.ai 2026-04-29 | |
| llama3.1:8b | q4_K_M llamafile | 35.7 tok/s | — | LocalScore.ai 2026-04-09 | |
| qwen2.5:14b | q4_K_M llama.cpp | 19.5 tok/s | — | LocalScore.ai 2026-04-29 | |
| qwen2.5:14b | q4_K_M llamafile | 19.5 tok/s | — | LocalScore.ai 2026-04-09 | |
| qwen2.5:14b | q4_K_M llama.cpp | 19.5 tok/s | — | LocalScore (Mozilla Builders Project) 2025-01-01 |
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 CUDA | 83,470 points | HardwareDB 2022-01-01 | |
| Geekbench 5 OpenCL | 79,123 points | HardwareDB 2022-01-01 | |
| Geekbench 6 OpenCL | 72,991 points | HardwareDB 2022-01-01 | |
| Geekbench 6 Vulkan | 70,140 points | HardwareDB 2022-01-01 | |
| 3DMark Solar Bay | 26,502 points | Notebookcheck 2023-12-01 | |
| 3DMark Fire Strike | 14,566 points | Notebookcheck 2023-12-01 | |
| PassMark G3D Mark | 13,672 points | PassMark PerformanceTest 2022-04-17 | |
| PassMark G3D Mark | 13,670 points | PassMark 2026-06-09 | |
| 3DMark Time Spy | 6,282 points | Notebookcheck 2023-12-01 | |
| 3DMark Time Spy | 5,834 points | topcpu.net 3DMark Rankings 2022-01-01 |
Full Specifications
| tdp w | 70 |
|---|---|
| vram gb | 12 |
| cuda cores | 3328 |
| memory type | GDDR6 |
NVIDIA RTX A2000 12GB — Frequently Asked Questions
What is the NVIDIA RTX A2000 12GB best used for?
When was the NVIDIA RTX A2000 12GB released, and what was its launch MSRP?
Where do the benchmark numbers on this page come from?
Can the NVIDIA RTX A2000 12GB run local LLMs?
Where can I buy the NVIDIA RTX A2000 12GB?
Buying guides that rank the NVIDIA RTX A2000 12GB'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 NVIDIA RTX A2000 12GB
In-depth SpecPicks reviews, build guides, and head-to-heads referencing this graphics card.
- Arc B580 12GB vs RTX 3060 12GB: Which 12GB Card for 1440p in 2026?
- GTX 1660 VRAM: Why 8GB Doesn't Exist (Real Specs)
- The Greatest GPU Awards: A Decade of Standout Cards
- Best Storage Upgrades for Gaming and Retro PCs in 2026
- Logitech G29 vs HORI Racing Wheel Overdrive: Which Entry Sim Wheel Wins?
- Steam Deck LCD 6TB Man-Cave Setup: Storage & One-Cable Dock
- Best Streaming Setup for PC Gamers in 2026: 5 Picks Under $500
- Best Wired Gear for Tournament-Legal LAN Play in 2026
- Browse all SpecPicks reviews →
More guides & deep dives from the SpecPicks archive
Browse all articles & guides →- RTX 4070 Super vs RX 7800 XT — Which to Buy in 2026
- Best Retro Handhelds in 2026 — From $35 to $500
- The Complete Voodoo5 5500 AGP Driver Guide (2026 Edition)
- How to Build a Windows 98 Retro PC in 2026
- Emulation Hardware in 2026: FPGA, Software, and Cart-Reader Ecosystems
- Best 1440p Gaming GPUs in 2026
- Best Budget Gaming PC Build 2026 — ~$1,000 ($800 on Sale)
More reviews from the SpecPicks archive
Browse all reviews →- Strix Halo LLM Benchmarks: What AMD's APU Delivers
- Best Local LLM for Coding Agents on a 24GB GPU (Late 2026)
- Gemma 4 12B Fits Multimodal AI Into 16GB of RAM
- Best PlayStation and PC Controllers for 2026
- Best Wireless Productivity Keyboards for Home Office in 2026
- Field Report: Running Qwen 3.6 35B-A3B on a 32GB M2 Mac
- Kingston A400 960GB vs Crucial BX500 1TB for a PS4 Pro SSD Upgrade
- Imaging and Restoring Vintage IDE Drives in 2026: SATA/IDE-to-USB Adapters Compared
- Noctua NH-U12S vs ML240L RGB on a Ryzen 7 5800X
- Apple Intelligence Gets a Second Shot With Google and Nvidia Help
- Zhipu ZCode vs Claude Code: Cheaper Agentic Coding, and the Rig to Run It
- Leanstral 1.5 on an RTX 3060 12GB: Local Math + Bug-Finding Benchmarks
- Raspberry Pi 4 8GB in 2026: Still the Best Home-Lab SBC for Under $80
- Old RAM Identification: Decode Part Numbers & Specs
- Mount a 90s Big-Box CD-ROM ISO on Win98 Without a CD Drive
- Gemini 3.5 Live Translate Goes Cloud-First — The Local, Private Path on a Raspberry Pi
- Minimal Raspberry Pi 5 Case: Friction-Fit 3D Printing Guide
- Best Local LLM You Can Run on 12GB of VRAM in 2026
- Samsung Winds Down Chip Production Six Days Before Strike: What Memory Buyers Should Do Right Now
- Best SSD for Expanding Your Steam Library in 2026: SATA Value Picks
- Nemotron 3 Ultra vs MiniMax M3: Best Open Model for a 12GB Rig
- Ollama vs LM Studio on an RTX 3060 12GB in 2026: Which Local Runner Wins?
- 3dfx Voodoo5 5500 AGP tuning guide — 2026 edition
- Can a Raspberry Pi 4 8GB Run Local LLMs in 2026? Ollama tok/s + SSD-Boot Setup
More buying guides from SpecPicks
Browse all buying guides →- Best GPUs for Running Local LLMs in 2026
- Best External SSDs for Content Creators in 2026
- Best PC Cases for Building in 2026
- Best AM5 Motherboards for 2026
- Best DDR5 RAM for Gaming PCs in 2026
- Best NVMe External Enclosures for 2026
- Best Graphics Cards for Gaming in 2026
- Best GPUs for 4K Gaming in 2026
- Best Mechanical Keyboards for Gaming in 2026
- Best Retro Gaming Consoles & Handhelds for 2026
- Best Tools for Building and Repairing Retro PCs in 2026
- Best GPU for Running 27B-32B Local LLMs in 2026
- Best 1440p 240Hz Gaming Monitors in 2026
- Best 4K Monitors for Content Creators in 2026
- Best CPUs for Content Creators in 2026
- Best NVMe SSDs for Gaming in 2026
- Best CPU Coolers for 2026
- Best CPUs for Gaming in 2026
- Best Gaming Monitors for 2026
- Best Controllers for PC Gaming in 2026
- Best Gaming Mice for 2026
Hardware benchmark data on SpecPicks
All benchmarks →- Radeon RX 9070 GRE — benchmarks & specs
- Ryzen 5 5500 — benchmarks & specs
- NVIDIA GeForce RTX 2080 — benchmarks & specs
- Intel Core i7-14700K — benchmarks & specs
- NVIDIA GeForce RTX 3070 — benchmarks & specs
- NVIDIA RTX A4500 20GB — benchmarks & specs
- Crucial T705 2TB — benchmarks & specs
- Ryzen 7 3800X — benchmarks & specs
- AMD Ryzen 9 9955HX3D — benchmarks & specs
- Intel Arc A750 — benchmarks & specs
- Radeon RX 6650M XT — benchmarks & specs
- AMD Ryzen 5 PRO 7530U — benchmarks & specs
- GeForce RTX 4090 D — benchmarks & specs
- Ryzen 7 8845HS — benchmarks & specs
- AMD Ryzen 7 7445HS — benchmarks & specs
- Quadro RTX 6000 — benchmarks & specs
- GeForce RTX 6070 — benchmarks & specs
- Intel Arc A370M — benchmarks & specs
- Intel Core i5-12600KF — benchmarks & specs
- Apple M1 Max 10 Core 3200 MHz — benchmarks & specs
- NVIDIA GeForce RTX 5090 — benchmarks & specs
- ARM Apple M1 (Virtual) 4 Core 0 MHz — benchmarks & specs
- Ryzen 3 1200 — benchmarks & specs
- Radeon RX 7650 GRE — benchmarks & specs