An open-weights System One model from Convai Innovations. A fully fine-tuned ModernBERT-large encoder with a from-scratch decision head that scores one marker per option and answers every question in a single 33–39 ms pass. Runs on your own CPU or GPU.
Juspay's open decision model. Qwen3.6-35B-A3B with a merged rank-16 LoRA, shipped with a pinned SGLang serving bundle that answers Choice, Score and Noul questions over text, images or a video through a TypeSafe-compatible /v1/systemone API.
Decides
choice, score, noul, classify, route
choice, score, noul, classify, route
Architecture
laya
xor
Fine-tuned from
answerdotai/modernbert-large
qwen/qwen3.6-35b-a3b
License
apache-2.0
apache-2.0
Availability
Open weights
Open weights
Hosted by
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Input price
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Decision accuracy
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90.0%
Calibration error
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0.073
Valid action rate
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Median latency
39.5 ms
69 ms
p95 latency
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162 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 and xor?
laya is from Convai Innovations and xor from Juspay. Both have open weights you can download and run. Both answer choice, score, noul, classify and route questions. laya is the smaller model, at 421M parameters to 35B.
Which is more accurate, laya or xor?
Only xor publishes an accuracy figure (90.0% on JevBench public set (231 items), maker's self-run of Xor 1.2); laya does not, so there is no comparison to make without your own test.
Which is cheaper, laya or xor?
laya: Free (open weights). xor: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Which is faster, laya or xor?
By their publishers’ figures, laya answers in about 39.5 ms at the median and xor in about 69 ms — measured on different hardware, so treat it as a rough guide.
Can I run laya or xor locally?
Yes, both: systemone pull convai-innovations/laya and systemone pull juspay/xor download the weights.
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JevBench public set (231 items), maker's self-run of Xor 1.2
