Written by Jakub Rusinowski · Last updated July 21, 2026
Ranked for a private company assistant: A shared internal assistant over company knowledge, serving several people from one deployment.
Best overall: NVIDIA GeForce RTX 5090
32 GB VRAM at 1792 GB/s. It runs 77 of the models that qualify for this workload; the strongest is Gemma 4 31B at an estimated 59.4 tokens/sec.
| GPU | VRAM | MSRP | Models that fit | Best model it runs | Est. speed | |
|---|---|---|---|---|---|---|
| Best overall | NVIDIA GeForce RTX 5090 | 32 GB | $1,999 | 77 | Gemma 4 31B | ~59.4 tok/s |
| Best value | AMD Radeon RX 7900 XT | 20 GB | $899 | 67 | Gemma 4 31B | ~28.6 tok/s |
| Budget pick | Intel Arc B570 | 10 GB | $219 | 53 | Qwen 3 14B | ~27.8 tok/s |
| Most memory | NVIDIA DGX Spark | 128 GB | $4,699 | 90 | Gemma 4 31B | ~10.2 tok/s |
| GPU | Score | VRAM | MSRP | Models fit | Est. speed | Tok/s per watt | Cost per model |
|---|---|---|---|---|---|---|---|
| NVIDIA GeForce RTX 5090 | 77 | 32 GB | $1,999 | 77 | ~59.4 | 0.1 | $26 |
| AMD Radeon RX 7900 XTX | 74.2 | 24 GB | $999 | 77 | ~33.9 | 0.1 | $13 |
| NVIDIA GeForce RTX 4090 | 73.4 | 24 GB | $1,599 | 77 | ~35.5 | 0.08 | $21 |
| NVIDIA GeForce RTX 3090 | 71.6 | 24 GB | $1,499 | 77 | ~33.1 | 0.09 | $19 |
| NVIDIA RTX 6000 Ada Generation | 70 | 48 GB | $6,799 | 82 | ~33.9 | 0.11 | $83 |
| AMD Radeon RX 7900 XT | 69.4 | 20 GB | $899 | 67 | ~28.6 | 0.09 | $13 |
| NVIDIA L40S | 66.2 | 48 GB | $7,499 | 82 | ~30.7 | 0.09 | $91 |
| Intel Arc B580 | 50.8 | 12 GB | $249 | 54 | ~33 | 0.17 | $5 |
| Intel Arc B570 | 48.4 | 10 GB | $219 | 53 | ~27.8 | 0.19 | $4 |
| NVIDIA GeForce RTX 5060 | 48.3 | 8 GB | $299 | 43 | ~54.6 | 0.38 | $7 |
| AMD Radeon RX 9060 XT 8GB | 48.1 | 8 GB | $299 | 43 | ~40.4 | 0.27 | $7 |
| NVIDIA GeForce RTX 5070 | 47.4 | 12 GB | $549 | 54 | ~46.9 | 0.19 | $10 |
The NVIDIA GeForce RTX 5090 — 32 GB of VRAM runs 77 qualifying models, the strongest being Gemma 4.
The Intel Arc B570 at $219, which runs 53 qualifying models.
8 GB is the entry point at which a model for this workload will run at all. More memory buys a stronger model, not just a faster one.