BenchLeader

Alibaba vs Moonshot AI

Verdict
  • Moonshot AI's flagship leads: Kimi K3.1 Pro at 66.9 vs Qwen3.8 Max at 63.3.
  • Alibaba's fastest ranked model (Qwen3 Coder 30B A3B Instruct, 244 tok/s) beats Moonshot AI's (Kimi K2 Thinking, 121 tok/s).
  • Alibaba publishes more open-weights models (48 vs 9).
  • Alibaba ships more often: one model every 7 days against every 56.

Best model per price band

Each provider’s highest-index model below the price ceiling. Purple marks the winner of the band.

Price bandAlibabaMoonshot AI
Under $0.50/MQwen3.8-Flash-Next 60.3$0.230/M–
Under $2/MQwen3.8-Flash-Next 60.3$0.230/MKimi K2.6 thinking 59.4$1.71/M
Under $10/MQwen3.8 Max max 63.3$3.00/MKimi K3.1 Pro 66.9$4.00/M
Any priceQwen3.8 Max max 63.3$3.00/MKimi K3.1 Pro 66.9$4.00/M

Line-up

MetricAlibabaMoonshot AI
Flagship index63.366.9
Ranked models549
Open-weights models489
Cheapest ranked, $/M$0.060$1.00
Fastest ranked, tok/s244121
Release cadence, days756
Last release17 Sept 202623 Oct 2026
Next expected21 Sept 2026 – 26 Sept 202625 Nov 2026 – 9 Jan 2027

Data as of 25 Oct 2026. See Alibaba and Moonshot AI in full.