Radeon AI PRO R9700 workstation (32 GB) vs RTX 5090 workstation (1x 32 GB)

Radeon AI PRO R9700 workstation (32 GB) · RTX 5090 workstation (1x 32 GB)

Verdict
  • throughputThe RTX 5090 workstation (1x 32 GB) delivers approximately 103% higher aggregate decode throughput across the 8 models both machines can run (geometric mean of the per-model ratios).
  • capacityBoth machines run all 8 compared models, so this is a pure speed and cost decision rather than a capability one.
  • costAt 8 hours a day, the Radeon AI PRO R9700 workstation (32 GB) has approximately 25% lower total monthly cost (€34 against €46), for a C corporation in United States (federal).
  • powerThe RTX 5090 workstation (1x 32 GB) draws 640 W under load against 420 W for the Radeon AI PRO R9700 workstation (32 GB) — a 1.5× difference that shows up in the electricity line and in how loud and hot the room gets.
  • evidence2 of 8 model rows have at least one real measurement behind them; the rest are estimated from memory bandwidth. Margins below roughly 20% should not decide a purchase.
  • recommendationThere is no single answer: the RTX 5090 workstation (1x 32 GB) is faster, the Radeon AI PRO R9700 workstation (32 GB) is cheaper to own, and the RTX 5090 workstation (1x 32 GB) gives more throughput per euro of purchase price. Pick on whichever constraint actually binds you — interactive latency, monthly budget, or capacity headroom for larger models later.
Every statement above is generated from the calculations on this page by fixed rules — no prose is written for individual comparisons. If the numbers change, the verdict changes with them.
Hardware
Radeon AI PRO R9700 workstation (32 GB)RTX 5090 workstation (1x 32 GB)
Price (NL, incl. VAT)€2.521€3.332
Memory32 GB32 GB
Memory bandwidth644 GB/s1,792 GB/s
Achieved bandwidth612 GB/s (95%)1,419 GB/s (79%)
Nominal power500 W700 W
Measured load power420 W640 W
Idle power45 W70 W
Architecturediscrete gpudiscrete gpu
Model performance8 models run on both
Qwen3-Coder 30B-A3BQwen3 30B-A3BGemma 4 26B-A4Bgpt-oss-20bDeepSeek-R1-Distill 32BQwen3 32BGemma 4 31BQwen3.8 27B
ModelRadeon AI PRO R9700 workstation (32 GB)RTX 5090 workstation (1x 32 GB)Winner
Qwen3-Coder 30B-A3B
30.532B (3.3B active)
~176–254 t/s
Q4_K_M
~333–480 t/s
Q4_K_M
RTX 5090 workstation (1x 32 GB) +47%
Qwen3 30B-A3B
30.532B (3.3B active)
~176–254 t/s
Q4_K_M
352 t/s
Q4_K_M
RTX 5090 workstation (1x 32 GB) +39%
Gemma 4 26B-A4B
25.806B (3.8B active)
~157–226 t/s
Q4_K_M
~303–435 t/s
Q4_K_M
RTX 5090 workstation (1x 32 GB) +48%
gpt-oss-20b
20.915B (3.6B active)
~183–264 t/s
MXFP4
419 t/s
MXFP4
RTX 5090 workstation (1x 32 GB) +47%
DeepSeek-R1-Distill 32B
32.764B
~24.6–35.5 t/s
Q4_K_M
~55.4–79.7 t/s
Q4_K_M
RTX 5090 workstation (1x 32 GB) +56%
Qwen3 32B
32.762B
~24.7–35.5 t/s
Q4_K_M
~55.4–79.7 t/s
Q4_K_M
RTX 5090 workstation (1x 32 GB) +56%
Gemma 4 31B
31.273B
~27.7–39.9 t/s
MLX 4-bit
~62.1–89.4 t/s
MLX 4-bit
RTX 5090 workstation (1x 32 GB) +55%
Qwen3.8 27B
27.781B
~28.9–41.7 t/s
Q4_K_M
~64.7–93.1 t/s
Q4_K_M
RTX 5090 workstation (1x 32 GB) +55%
Differences under 10% are reported as a tie: they are smaller than the spread between published benchmarks of the same configuration, so calling a winner would be false precision. Rows where a model fits on only one machine are decided by capacity, not speed.
Economics — United States (federal), C corporation, 8h/day
Radeon AI PRO R9700 workstation (32 GB)RTX 5090 workstation (1x 32 GB)
Purchase price estimate$2,521$3,332
Reclaimable VAT$0$0
Net cash at purchase$2,521$3,332
Monthly depreciation$35.72$47.21
Monthly electricity$2.96 (21 kWh)$4.53 (32 kWh)
Tax programme§179 100.0%§179 100.0%
Tax-programme benefit$529$700
Monthly economic cost$34.06$45.51
Total over 5 years$2,044$2,731
Tax assumptions last verified 2026-09-07. Federal planning estimate only, not tax advice. State and local income tax, sales/use tax and incentives are excluded. It assumes 100% business use, a Section 179 election, enough business income to use it, and that the full annual limit remains available.