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Production AI Radar
BentoML
Open framework to build, ship, and scale model inference APIs.
TrialMLOpsNew
- Why this ring
- Good mid-market default between FastAPI-from-scratch and full K8s ML platforms.
- Production risk if ignored
- Runner resource limits mis-set → OOM under load.
- Typical effort
- weeks
- Medium FinOps impact
Use cases
- Model APIs
- Batch + online serving
Adoption steps
- Package pilot model
- Add OTel
- Load test
- Document rollback
Related tools
In your assessment
Bento ops maturity + resource policy