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Flagship AI Workstation (RTX 5090 32GB) vs Custom Workstation PC (RTX 4090 24GB)

Comparing x86 architecture against x86 for local AI inference. Review generation throughput, memory architecture, and runner compatibility.

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System A

Flagship AI Workstation (RTX 5090 32GB)

AMD Ryzen 9 9950X + NVIDIA GeForce RTX 5090 (32GB GDDR7)
64 GB Memoryx86~237.7 t/s
System B

Custom Workstation PC (RTX 4090 24GB)

AMD Ryzen 9 7950X + NVIDIA RTX 4090 (24GB VRAM)
64 GB Memoryx86~133.7 t/s
SpecificationFlagship AI Workstation (RTX 5090 32GB)Custom Workstation PC (RTX 4090 24GB)
Architecturex86x86
ProcessorAMD Ryzen 9 9950X + NVIDIA GeForce RTX 5090 (32GB GDDR7)AMD Ryzen 9 7950X + NVIDIA RTX 4090 (24GB VRAM)
Operating SystemLinux / WindowsLinux
System RAM / Unified Memory64 GB64 GB
GPU-Usable Memory (VRAM or unified)32 GB24 GB
Memory Bandwidth1792 GB/s1008 GB/s
Memory Type & BandwidthDDR5-6000 + 32GB GDDR7 VRAM (1792 GB/s, 512-bit)DDR5-6000 + 24GB GDDR6X VRAM
NPU Acceleration (TOPS)2200 TOPS1321 TOPS
Small models (3–7B) Yes (Compatible) Yes (Compatible)
8B models (Qwen3 8B) Yes (Compatible) Yes (Compatible)
Estimated 8B Generation Speed~237.7 t/s~133.7 t/s
Recommended Max Context64k tokens64k tokens
Power Consumption Envelope500-600W350-550W

Guides behind this comparison

The buying and sizing guides that explain the numbers above.