About
Particula-JSON eliminates the most frustrating problem in LLM integration: unreliable structured outputs. While general-purpose models frequently produce malformed JSON, miss required fields, or violate schemas, Particula-JSON is trained specifically for structured data generation. The result is near-perfect JSON validity and schema compliance at a fraction of the cost.
≤7BParameters
99.8%Accuracy
Structured DataOptimized For
Use Cases
API response generationData extraction pipelinesForm parsing & validationConfiguration generationSchema-compliant outputs
Performance Comparison
MetricParticula-JSONGeneral Models
JSON validity rate99.8%~85%
Schema compliance99.5%~70%
Task accuracy99.8%~85%
Cost per 1M tokens$0.03$1-75
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