GLiNER2.5-Decide
GLiNER2.5-Decide is worth evaluating for agents, classification, and json / tool use when its provider route and context window match the workload.
Use it for
- Teams evaluating agents, classification, and json / tool use
- Buyers comparing 1 tracked provider route
Do not use it for
- Vision or document-understanding workloads
- Family
- GLiNER2.5
- Released
- 2026-09-24
- Parameters
- 340M
- Openness
- Open source
- License
- Apache 2.0OSI-approvedCommercial use: permitted
- Weights
- Available
- Code
- Unknown
- Training
- Fine-tuned
Cheapest of 1 route · Pioneer AI
About
GLiNER2.5-Decide is Fastino Labs' 340M open-weight encoder decision and classification model in the GLiNER2.5 family, released September 24, 2026. The Hugging Face card (Apache 2.0) describes a DeBERTa-v3-large encoder with base model fastino/gliner2-large-v1. It loads via gliner2 and AutoExtractor.from_pretrained("fastino/GLiNER2.5-Decide"), accepts any label set at call time (intent, routing, sentiment, priority, policy, multi-label) in one forward pass, and returns structured decisions with probabilities and confidence. It is not a chat, reasoning, or open-QA model. Hosted inference and fine-tuning use the Fastino API model ID fastino/gliner2.5-decide.
Top use-case fit: coding, agents, and build tasks
Agents
Included by capability and metadata signals in the decision map.
Classification
Included by capability and metadata signals in the decision map.
JSON / Tool use
Included by capability and metadata signals in the decision map.
Provider price ladder
Compare API pricing across 1 providers for input and output tokens, batch, and cached reads when available.
| Provider | Input / 1M | Output / 1M | Route |
|---|---|---|---|
| Pioneer AI | $0.030 | Free | Serverless |
Capabilities
Benchmark peer barsfor Agents
No task-mapped benchmark peers are available for this model yet.
Migration checks
No linked migration route is available for this model yet.
API versions
gliner2.5-decideGLiNER2.5-DecideGLiNER-2.5-Decidefastino/GLiNER2.5-Decidefastino/gliner2.5-decideRankings & picks(1)
Cheapest of 1 route · Pioneer AI