Radeon PRO W5700 vs Radeon PRO W6800
With 32GB on board versus 8GB for the Radeon PRO W5700, the Radeon PRO W6800 carries more headroom for large models and memory-hungry workloads. Its memory bandwidth is 14% higher (512 GB/s vs 448 GB/s), translating directly to faster inference throughput. Price-wise, the Radeon PRO W5700 undercuts the Radeon PRO W6800 by $1,734 EUR.
Maximum Capacity Reached. Remove a model to add another. (2/2)
Comparable or lower specs
Radeon PRO W5700 vs Radeon PRO W6800: In-Depth Breakdown
VRAM: Radeon PRO W5700 vs Radeon PRO W6800
With 32GB of VRAM against the Radeon PRO W5700's 8GB, the Radeon PRO W6800 has a 24GB edge. VRAM is what determines whether a model fits without quantization at all — a 70B-parameter model in FP16 needs around 140GB, and smaller models still benefit from spare capacity. That extra headroom lets the Radeon PRO W6800 load bigger models and run larger production batch sizes.
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 Radeon PRO W6800 delivers 512 GB/s versus 448 GB/s on the Radeon PRO W5700, a 14% edge. For models already loaded into VRAM, token generation speed scales closely with this number: the Radeon PRO W6800 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 Radeon PRO W6800 posts 17.8 TFLOPS versus 8.5 TFLOPS on the Radeon PRO W5700, a 109% compute lead. Expect training jobs and heavy matrix math to finish proportionally sooner on the Radeon PRO W6800.
Price & Value
The Radeon PRO W5700 lists from $485 EUR, $1,734 EUR less than the Radeon PRO W6800 at $2,220 EUR. For budget-constrained teams, the savings may outweigh the spec gap — especially if the smaller card covers your typical workload.
Which should you buy: Radeon PRO W5700 or Radeon PRO W6800?
Go with the Radeon PRO W6800 if you need maximum capacity: it's ahead on VRAM, bandwidth, and compute, so it's the stronger fit for large models and training jobs. The Radeon PRO W5700 is the cheaper pick ($1,734 EUR less) — worth it if your models already fit within its 8GB and you're not running heavy inference volume.
Frequently Asked Questions
Can the Radeon PRO W5700 or Radeon PRO W6800 run large language models?
Which is faster for LLM inference, the Radeon PRO W5700 or the Radeon PRO W6800?
Which is better for AI training?
Which should you buy: Radeon PRO W5700 or Radeon PRO W6800?
Technical Specifications Comparison
Architecture & Cores
| Specification | Radeon PRO W5700 | Radeon PRO W6800 |
|---|---|---|
| Architecture | RDNA 1 | RDNA 2 |
| CUDA Cores (Stream Processors / Stream Processors) | 2,304 | 3,840✓ |
Memory
| Specification | Radeon PRO W5700 | Radeon PRO W6800 |
|---|---|---|
| VRAM Capacity | 8 GB | 32 GB✓ |
| Memory Type | GDDR6 | GDDR6 |
| Memory Bus | 256-bit | 256-bit |
| Bandwidth | 448 GB/s | 512 GB/s✓ |
Connectivity & Power
| Specification | Radeon PRO W5700 | Radeon PRO W6800 |
|---|---|---|
| Interface | PCIe 4.0 x16 | PCIe 4.0 x16 |
| TDP | 130 W✓ | 250 W |
| Released | Dec 2019 | May 2021 |
Workstation
| Specification | Radeon PRO W5700 | Radeon PRO W6800 |
|---|---|---|
| FP32 (TFLOPS) | 8.5 TFLOPS | 17.8 TFLOPS✓ |
| ECC | Yes | Yes |
| NVLink | No | No |
| Form factor | dual-slot | dual-slot |