System One Bench

Head to head

d1-ultra vs GPT-6 Luna Decisions

d1-ultra scores 82.9 and GPT-6 Luna Decisions 76.0 on the System One Index. d1-ultra is more accurate on 14 of 16 text datasets, GPT-6 Luna Decisions on 1, and 1 are tied. Same cases, same request, same scorer.

Overall

d1-ultraGPT-6 Luna Decisions
System One Index82.976.0
English81.775.2
Arabic84.278.8
Vision Index85.681.6
Calibration error1.0%9.8%
Median latency168 ms215 ms
Cost per 1,000 calls$0.010$0.040

Text datasets, accuracy

d1-ultraGPT-6 Luna Decisions
AG News English91.087.5
SST-2 English95.593.5
SST-5 English61.561.5
DAIR Emotion English63.058.5
Banking77 English83.577.5
BoolQ English91.585.5
XNLI English English92.766.7
Typed decisions English75.071.0
XNLI French French83.362.0
XNLI Arabic Arabic76.054.0
MASSIVE scenario Arabic76.066.0
MASSIVE intent Arabic87.084.5
OSACT4 offensive Arabic94.593.5
Tweet sentiment Arabic76.080.0
MIRACL rerank Arabic89.086.0
MIRACL pairwise Arabic91.087.5

Image datasets, accuracy

d1-ultraGPT-6 Luna Decisions
SST-2, as an image97.088.5
Arabic sentiment, as an image62.567.0
Oxford-IIIT Pet87.587.0
VQAv2 yes/no89.580.5
CountBench91.585.0

Model pages: d1-ultra ยท GPT-6 Luna Decisions. Latency for API models is the median per call through OpenRouter, timed from a cloud server with 8 calls in flight.