Amazon vs 
Ant Group
Verdict
- Ant Group's flagship leads: Ling 3.0 Flash at 54.0 vs Nova 2.0 Pro Preview at 52.4.
- Ant Group has the better model in 4 of 4 price bands.
- Ant Group's fastest ranked model (Ling 3.0 Flash, 285 tok/s) beats Amazon's (Nova Micro, 261 tok/s).
- Ant Group publishes more open-weights models (3 vs 0).
- Amazon ships more often: one model every 34 days against every 82.
Best model per price band
Each provider’s highest-index model below the price ceiling. Purple marks the winner of the band.
| Price band | Amazon | Ant Group |
|---|---|---|
| Under $0.50/M | Nova Micro 40.3$0.065/M | Ling 3.0 Flash 54.0$0.115/M |
| Under $2/M | Nova 2.0 Lite (high) thinking 50.6$0.850/M | Ling 3.0 Flash 54.0$0.115/M |
| Under $10/M | Nova 2.0 Pro Preview medium 52.4$3.44/M | Ling 3.0 Flash 54.0$0.115/M |
| Any price | Nova 2.0 Pro Preview medium 52.4$3.44/M | Ling 3.0 Flash 54.0$0.115/M |
Line-up
| Metric | Amazon | Ant Group |
|---|---|---|
| Flagship index | 52.4 | 54.0 |
| Ranked models | 7 | 4 |
| Open-weights models | 0 | 3 |
| Cheapest ranked, $/M | $0.065 | $0.115 |
| Fastest ranked, tok/s | 261 | 285 |
| Release cadence, days | 34 | 82 |
| Last release | 2 Dec 2025 | 6 Aug 2026 |
| Next expected | 22 Dec 2025 – 18 Jan 2026 | 24 Sept 2026 – 28 Nov 2026 |