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7.2.2. Custom Models
Custom models handle your unique document types when pre-built models don't cover your needs. You label example documents, train a model, and deploy it for extraction.
Model types:
- Template (fixed layout): For forms with consistent structure (same form every time)
- Neural (variable layout): For documents where content moves around (different invoice formats)
Training requirements:
- Minimum 5 labeled documents per model
- Template models train in seconds
- Neural models need more examples (15+) and longer training time
Composed models: Combine multiple custom models into one endpoint. The service automatically routes documents to the right model.
Workflow: Create project → Upload samples → Label fields → Train → Test → Deploy
Written byAlvin Varughese
Founder•15 professional certifications