# Operate — Production reliability for AI systems.

The shift from MLOps to AgentOps is real. Models are now decisions; decisions need observability, audit trails, drift detection, and rollback. Levent brings 15+ years of MLOps DNA forward into agent operations. Most agentic-native firms cannot.

## Key facts

- **Pillar:** Operate
- **Tagline:** Production reliability for AI systems.
- **Linked topics:** /agentic-ai/agentops, /predictive-ai/mlops, /sovereign-ai

## Capabilities

- Agent run observability and tracing
- Token-cost optimisation and budget controls
- Drift detection and continuous evaluation
- Tool registry maintenance
- Incident response runbooks for agent failures
- Compliance and audit logging
- Continuous prompt and skill tuning, A/B testing of agent variants
- Production model monitoring, retraining pipeline operations, feature store and model registry governance

## Engage us when

Your AI systems are in pilot or early production and you need an operational discipline layer underneath them.

## Related

- [All services](https://levent.ai/services/)
- [ATI · the era frame](https://levent.ai/ati/)

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**Canonical URL:** https://levent.ai/services/operate/