BenchLeader

MBZUAI vs Moonshot AI

Verdict
  • Moonshot AI's flagship leads: Kimi K3.1 Pro at 66.9 vs K2 Horizon 375B A23B at 56.3.
  • Moonshot AI has the better model in 3 of 4 price bands.
  • MBZUAI's fastest ranked model (K2 Horizon 375B A23B, 879 tok/s) beats Moonshot AI's (Kimi K2 Thinking, 122 tok/s).
  • Moonshot AI publishes more open-weights models (9 vs 6).

Best model per price band

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

Price bandMBZUAIMoonshot AI
Under $0.50/M––
Under $2/M–Kimi K2.6 thinking 59.4$1.71/M
Under $10/M–Kimi K3.1 Pro 66.9$4.00/M
Any price–Kimi K3.1 Pro 66.9$4.00/M

Line-up

MetricMBZUAIMoonshot AI
Flagship index56.366.9
Ranked models69
Open-weights models69
Cheapest ranked, $/M–$1.00
Fastest ranked, tok/s879122
Release cadence, days–56
Last release–23 Oct 2026
Next expected–25 Nov 2026 – 9 Jan 2027

Data as of 26 Oct 2026. See MBZUAI and Moonshot AI in full.