BenchLeader

MiniMax vs Upstage

Verdict
  • Their flagships are level: MiniMax M3 57.0 vs Solar Pro 4 56.2.
  • MiniMax has the better model in 3 of 4 price bands.
  • Upstage's fastest ranked model (Solar Pro 3, 149 tok/s) beats MiniMax's (MiniMax M3, 88 tok/s).
  • MiniMax publishes more open-weights models (7 vs 2).
  • MiniMax ships more often: one model every 75 days against every 191.

Best model per price band

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

Price bandMiniMaxUpstage
Under $0.50/MSolar Pro 3 44.7$0.262/M
Under $2/MMiniMax M3 57.0$0.525/MSolar Pro 4 56.2$0.525/M
Under $10/MMiniMax M3 57.0$0.525/MSolar Pro 4 56.2$0.525/M
Any priceMiniMax M3 57.0$0.525/MSolar Pro 4 56.2$0.525/M

Line-up

MetricMiniMaxUpstage
Flagship index57.056.2
Ranked models53
Open-weights models72
Cheapest ranked, $/M$0.525$0.262
Fastest ranked, tok/s88149
Release cadence, days75191
Last release1 Jun 20266 Aug 2026
Next expected16 Jul 2026 – 14 Sept 202628 Nov 2026 – 30 Apr 2027

Data as of 10 Sept 2026. See MiniMax and Upstage in full.