Fastino's open-weight decision model. A DeBERTa-v3-large encoder that scores label sets supplied at runtime, answers single-label, multi-label, yes/no and ordinal questions in one pass, and extracts spans and relations.
Superagent's 27B security decision model. It scores 2 to 16 supplied options in one forward pass and returns a probability for each, for triaging prompt injection, agent tool calls, code changes, logs and alerts. Apache-2.0 weights (gated, auto-approved) plus a hosted API.
Decides
choice, score, noul, classify, extract, route
choice, score, noul, classify, route
Architecture
gliner2
security-one
Fine-tuned from
fastino/gliner2-large-v1
denis-pplx/autojev-27b
License
apache-2.0
apache-2.0
Availability
Open weights + hosted API
Open weights + hosted API
Hosted by
Fastino
Superagent
Input price
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Decision accuracy
60.2%
99.8%
Calibration error
—
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Valid action rate
—
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Median latency
38.3 ms
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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 gliner2-5-decide and security-one?
gliner2-5-decide is from Fastino Labs and security-one from Superagent. Both have open weights and a hosted API. Both answer choice, score, noul, classify and route questions. Only gliner2-5-decide answers extract. gliner2-5-decide is the smaller model, at 340M parameters to 27B.
Which is more accurate, gliner2-5-decide or security-one?
They report on different suites — gliner2-5-decide 60.2% on Fastino fast-decisions suite (17 datasets), security-one 99.8% on BIPIA binary prompt-injection detector adaptation (800 rows; Superagent's frozen evaluation, unsafe if P(unsafe) >= 0.70) — so the numbers do not rank them. Test both on your own labelled examples.
Which is cheaper, gliner2-5-decide or security-one?
gliner2-5-decide: Hosted, price not published, or free to self-host. security-one: Hosted, price not published, or free to self-host. Open weights cost nothing per call beyond your own hardware.
Can I run gliner2-5-decide or security-one locally?
Yes, both: systemone pull fastino-labs/gliner2-5-decide and systemone pull superagent/security-one download the weights.
