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laya-typed-decisions-noulxp vs span-01

Q: Can I run laya-typed-decisions-noulxp or span-01 locally?

laya-typed-decisions-noulxp yes — systemone pull convai-innovations/laya-typed-decisions-noulxp downloads its weights. The other is only served as a hosted API.

Convai Innovations: laya-typed-decisions-noulxp and Respan: span-01, compared on what they decide, where they run, what they cost and what their publishers report.

The short version

laya-typed-decisions-noulxp has open weights you can download and run; span-01 is only available as a hosted API.
Both answer noul and classify questions.
Only laya-typed-decisions-noulxp answers choice, score and route.
laya-typed-decisions-noulxp is licensed apache-2.0; span-01, proprietary.

Property	convai-innovations/laya-typed-decisions-noulxp	respan/span-01
Summary	Unofficial NoulXP package of Convai Innovations' Laya typed-decisions (Apache-2.0), fp32-o23: checked against the model's own answers, none changed. Not made by Convai Innovations.	Respan's behaviour-scoring model for evals, guardrails and monitoring. For each plain-language behaviour you define, it reads a conversation or agent trace and returns the probability the behaviour is present, absent or not observable, in one forward pass.
Decides	choice, score, noul, classify, route	noul, classify
Architecture	laya	span
Fine-tuned from	convai-innovations/laya	—
License	apache-2.0	proprietary
Availability	Open weights	Hosted API
Hosted by	—	Respan
Input price	—	$0.020/MTok
Decision accuracy	—	—
Calibration error	—	—
Valid action rate	—	—
Median latency	126 ms	—
p95 latency	2185 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 laya-typed-decisions-noulxp and span-01?

laya-typed-decisions-noulxp is from Convai Innovations and span-01 from Respan. laya-typed-decisions-noulxp has open weights you can download and run; span-01 is only available as a hosted API. Both answer noul and classify questions. Only laya-typed-decisions-noulxp answers choice, score and route. laya-typed-decisions-noulxp is licensed apache-2.0; span-01, proprietary.

Which is more accurate, laya-typed-decisions-noulxp or span-01?

Neither publishes an accuracy figure. Test both on your own labelled examples.

Which is cheaper, laya-typed-decisions-noulxp or span-01?

laya-typed-decisions-noulxp: Free (open weights). span-01: $0.02 / $0 per 1M. Open weights cost nothing per call beyond your own hardware.

Can I run laya-typed-decisions-noulxp or span-01 locally?

laya-typed-decisions-noulxp yes — systemone pull convai-innovations/laya-typed-decisions-noulxp downloads its weights. The other is only served as a hosted API.