Alibaba vs 
NVIDIA
Verdict
- Alibaba's flagship leads: Qwen3 8 at 63.9 vs Nemotron 3 Ultra 550B A55B at 58.3.
- Alibaba has the better model in 4 of 4 price bands.
- Alibaba's fastest ranked model (Qwen3.5 Omni Flash, 235 tok/s) beats NVIDIA's (nemotron-3-nano-30b-a3b, 231 tok/s).
- Alibaba publishes more open-weights models (44 vs 32).
- Alibaba ships more often: one model every 6 days against every 26.
Best model per price band
Each provider’s highest-index model below the price ceiling. Purple marks the winner of the band.
| Price band | Alibaba | NVIDIA |
|---|---|---|
| Under $0.50/M | Qwen3.8-Flash-Next 59.3$0.230/M | Gemma-4-31B-IT 55.4$0.205/M |
| Under $2/M | Qwen3.7 Plus 59.7$1.13/M | Nemotron 3 Ultra 550B A55B 58.3$1.00/M |
| Under $10/M | Qwen3 8 max 63.9$2.67/M | Nemotron 3 Ultra 550B A55B 58.3$1.00/M |
| Any price | Qwen3 8 max 63.9$2.67/M | Nemotron 3 Ultra 550B A55B 58.3$1.00/M |
Line-up
| Metric | Alibaba | NVIDIA |
|---|---|---|
| Flagship index | 63.9 | 58.3 |
| Ranked models | 44 | 19 |
| Open-weights models | 44 | 32 |
| Cheapest ranked, $/M | $0.030 | $0.063 |
| Fastest ranked, tok/s | 235 | 231 |
| Release cadence, days | 6 | 26 |
| Last release | 26 Aug 2026 | 11 Aug 2026 |
| Next expected | 29 Aug 2026 – 3 Sept 2026 | 26 Aug 2026 – 16 Sept 2026 |