Quadro RTX 5000 vs RTX 2000 Ada Generation
Its memory bandwidth is 100% higher (448 GB/s vs 224 GB/s), translating directly to faster inference throughput. Price-wise, the RTX 2000 Ada Generation undercuts the Quadro RTX 5000 by $6,915 JPY.
Maximum Capacity Reached. Remove a model to add another. (2/2)
Quadro RTX 5000 vs RTX 2000 Ada Generation: In-Depth Breakdown
Inference Speed: Memory Bandwidth
Memory bandwidth determines how quickly data is fed to the compute units — it's the main bottleneck for autoregressive inference (token generation in LLMs). The Quadro RTX 5000 delivers 448 GB/s versus 224 GB/s on the RTX 2000 Ada Generation, a 100% edge. For models already loaded into VRAM, token generation speed scales closely with this number: the Quadro RTX 5000 will produce tokens proportionally faster in bandwidth-bound workloads.
AI Training & Compute
FP32 throughput is the metric that matters most for training, scientific simulation, and rendering work. The RTX 2000 Ada Generation posts 12 TFLOPS versus 11.2 TFLOPS on the Quadro RTX 5000, a 7% compute lead. Expect training jobs and heavy matrix math to finish proportionally sooner on the RTX 2000 Ada Generation.
Price & Value
The RTX 2000 Ada Generation lists from $131,292 JPY, $6,915 JPY less than the Quadro RTX 5000 at $138,207 JPY. For budget-constrained teams, the savings may outweigh the spec gap — especially if the smaller card covers your typical workload.
Which should you buy: Quadro RTX 5000 or RTX 2000 Ada Generation?
The two cards are well matched for similar workloads, so let the spec you care about most decide: VRAM for model capacity, memory bandwidth for inference speed, or FP32 compute for training throughput.
Frequently Asked Questions
Can the Quadro RTX 5000 or RTX 2000 Ada Generation run large language models?
Which is faster for LLM inference, the Quadro RTX 5000 or the RTX 2000 Ada Generation?
Which is better for AI training?
Which should you buy: Quadro RTX 5000 or RTX 2000 Ada Generation?
Technical Specifications Comparison
Architecture & Cores
| Specification | Quadro RTX 5000 | RTX 2000 Ada Generation |
|---|---|---|
| Architecture | Turing | Ada Lovelace |
| CUDA Cores (CUDA Cores / CUDA Cores) | 3,072✓ | 2,816 |
Memory
| Specification | Quadro RTX 5000 | RTX 2000 Ada Generation |
|---|---|---|
| VRAM Capacity | 16 GB | 16 GB |
| Memory Type | GDDR6 | GDDR6 |
| Memory Bus | 256-bit✓ | 128-bit |
| Bandwidth | 448 GB/s✓ | 224 GB/s |
Connectivity & Power
| Specification | Quadro RTX 5000 | RTX 2000 Ada Generation |
|---|---|---|
| Interface | PCIe 3.0 x16 | PCIe 4.0 x8 |
| TDP | 230 W | 70 W✓ |
| Released | Oct 2018 | — |
Workstation
| Specification | Quadro RTX 5000 | RTX 2000 Ada Generation |
|---|---|---|
| FP32 (TFLOPS) | 11.2 TFLOPS | 12 TFLOPS✓ |
| ECC | Yes | Yes |
| NVLink | No | No |
| Form factor | dual-slot | low-profile |