Liquid AI's first decision model, served only through the Liquid API. Returns Choice, Score and Noul answers with probability distributions and zero output tokens, on the /v1/systemone request shape used by TypeSafe's SDK.
Unofficial NoulXP package of Convai Innovations' Laya (English) (Apache-2.0), fp32-o23: checked against the model's own answers, none changed. Not made by Convai Innovations.
Decides
choice, score, noul, classify, route
choice, score, noul, classify, route
Architecture
d1
laya
Fine-tuned from
—
convai-innovations/laya
License
proprietary
apache-2.0
Availability
Hosted API
Open weights
Hosted by
Liquid AI
—
Input price
—
—
Decision accuracy
—
—
Calibration error
—
—
Valid action rate
—
—
Median latency
—
116 ms
p95 latency
—
859 ms
Evaluation suite
Figures are from each model’s manifest; accuracy and latency are what the publishers report, on their own suites and hardware. Add a third model.
Questions
What is the difference between d1 and laya-noulxp-cpu?
d1 is from Liquid AI and laya-noulxp-cpu from Convai Innovations. d1 is only available as a hosted API; laya-noulxp-cpu has open weights you can download and run. Both answer choice, score, noul, classify and route questions. d1 is licensed proprietary; laya-noulxp-cpu, apache-2.0.
Which is more accurate, d1 or laya-noulxp-cpu?
Neither publishes an accuracy figure. Test both on your own labelled examples.
Which is cheaper, d1 or laya-noulxp-cpu?
d1: Hosted, price not published. laya-noulxp-cpu: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Can I run d1 or laya-noulxp-cpu locally?
laya-noulxp-cpu yes — systemone pull convai-innovations/laya-noulxp-cpu downloads its weights. The other is only served as a hosted API.
—
Measured by System One Models on 2026-10-05: one question per request, 4 threads of a Xeon Gold 6342
