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.
A Situated World Model for fast judgment in agent loops.
Decides
choice, score, noul, classify, route
choice, route, classify
Architecture
d1
trio-spark
Fine-tuned from
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License
proprietary
proprietary
Availability
Hosted API
Hosted API
Hosted by
Liquid AI
MachineFi
Input price
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$0.042/MTok
Decision accuracy
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Calibration error
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Valid action rate
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Median latency
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p95 latency
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Evaluation suite
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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 trio-spark-v1?
d1 is from Liquid AI and trio-spark-v1 from MachineFi. Both are only available as a hosted API. Both answer choice, classify and route questions. Only d1 answers score and noul.
Which is more accurate, d1 or trio-spark-v1?
Neither publishes an accuracy figure. Test both on your own labelled examples.
Which is cheaper, d1 or trio-spark-v1?
d1: Hosted, price not published. trio-spark-v1: $0.042 / $0 per 1M. Open weights cost nothing per call beyond your own hardware.
