BenchLeader

NVIDIA vs OpenAI

Verdict
  • OpenAI's flagship leads: GPT-6 Astra at 70.6 vs Nemotron 3 Ultra 550B A55B at 58.3.
  • OpenAI has the better model in 4 of 4 price bands.
  • NVIDIA's fastest ranked model (nemotron-3-nano-30b-a3b, 231 tok/s) beats OpenAI's (GPT-5.4 mini, 218 tok/s).
  • NVIDIA publishes more open-weights models (32 vs 4).
  • NVIDIA ships more often: one model every 26 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 bandNVIDIAOpenAI
Under $0.50/MGemma-4-31B-IT 55.4$0.205/MGPT-5.6 Luna xhigh 59.3$0.450/M
Under $2/MNemotron 3 Ultra 550B A55B 58.3$1.00/MGPT-5.6 Luna xhigh 59.3$0.450/M
Under $10/MNemotron 3 Ultra 550B A55B 58.3$1.00/MGPT-5.6 Sol high 68.0$8.00/M
Any priceNemotron 3 Ultra 550B A55B 58.3$1.00/MGPT-6 Astra max 70.6$22.00/M

Line-up

MetricNVIDIAOpenAI
Flagship index58.370.6
Ranked models1938
Open-weights models324
Cheapest ranked, $/M$0.063$0.085
Fastest ranked, tok/s231218
Release cadence, days2626
Last release11 Aug 20263 Sept 2026
Next expected26 Aug 2026 – 16 Sept 202618 Sept 2026 – 9 Oct 2026

Data as of 9 Sept 2026. See NVIDIA and OpenAI in full.