Telnyx's hosted decision models, in beta on Telnyx Inference. One request carries shared state and up to 64 typed questions (choice, yes/no noul, ordered score) and returns a probability per option, with no generated text, on a TypeSafe-compatible /v1/systemone route.
French medical decision models by Bofeng Huang: pass a patient message or clinical note, a question and candidate answers, and get one probability per answer from a single forward pass. Choice, score and noul. A research model, not a medical device.
Decides
choice, score, noul, classify, route
choice, score, noul
Architecture
telnyx-decision
docto-decision
Fine-tuned from
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qwen/qwen3.5-4b
License
proprietary
apache-2.0
Availability
Hosted API
Open weights
Hosted by
Telnyx
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Input price
$0.035/MTok
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Decision accuracy
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88.9%
Calibration error
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0.079
Valid action rate
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—
Median latency
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47 ms
p95 latency
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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 decision-flash and docto-decision?
decision-flash is from Telnyx and docto-decision from Bofeng Huang. decision-flash is only available as a hosted API; docto-decision has open weights you can download and run. Both answer choice, score and noul questions. Only decision-flash answers classify and route. decision-flash is licensed proprietary; docto-decision, apache-2.0.
Which is more accurate, decision-flash or docto-decision?
Only docto-decision publishes an accuracy figure (88.9% on Docto Decision Bench fr v0.1 (12 tasks, mostly silver labels; the maker's own benchmark)); decision-flash does not, so there is no comparison to make without your own test.
Which is cheaper, decision-flash or docto-decision?
decision-flash: $0.035 / $0 per 1M. docto-decision: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Can I run decision-flash or docto-decision locally?
docto-decision yes — systemone pull bofeng-huang/docto-decision downloads its weights. The other is only served as a hosted API.
Evaluation suite
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Docto Decision Bench fr v0.1 (12 tasks, mostly silver labels; the maker's own benchmark)
