Convai Innovations · Open Decision Engine

Laya

Released four days after Jev and doing the same job: a non-autoregressive decision engine running choice, score and boolean primitives over text and JSON rather than generating free text. Convai reports 32.8ms single-GPU latency, 7.2ms per question when batched, against Jev at 236-276ms, plus better calibration at 0.081 expected calibration error versus 0.246 and higher accuracy on AG News at 0.950 against 0.910. Over 100 languages with routing across non-Latin scripts. Apache 2.0 on Hugging Face, PyPI and GitHub, free to self-host. Every comparison is Convai's own and none has been independently re-run.