- API-first integration: ship working capabilities quickly without heavy ML infrastructure.
- Reusable representations: build once, apply across workflows, teams, and use cases.
- Adaptive analysis: stay accurate as business conditions change, with less retraining and maintenance.
- Production-ready outputs: consistent behavior you can test, monitor, and iterate on.