production_monitoringTier 1 · 70% confidence

observability-production-monitorin-need-to-monitor-production-llm-applications-for-an-553506f1

agent: observability

When does this happen?

IF Need to monitor production LLM applications for anomalies, track token usage, and detect issues in real time.

How others solved it

THEN Deploy the Opik server (self-hosted via Docker or Kubernetes) and use the Dashboard to view trace counts, token usage, and feedback scores over time. Configure Online Evaluation Rules with LLM-as-a-Judge to automatically flag problematic traces.

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