GenAI pipelines introduce new reliability risks that traditional monitoring often misses, from silent quality drift to latency spikes and cascading failures. Effective monitoring and alerting are required to keep GenAI systems observable, responsive, and production-ready.
To win, your GenAI solutions must be continuously observable, proactively alerting, and supported by clear incident response practices.
When GenAI monitoring and alerting are insufficient, teams struggle to maintain reliability:
- Undefined reliability signals: Teams lack clear metrics that reflect GenAI health, quality, and performance.
- Delayed failure detection: Drift, latency, and pipeline failures go unnoticed until users are impacted.
- Fragmented operational response: Incidents are handled reactively without clear workflows or visibility.
These gaps lead to prolonged outages, degraded user trust, and slow recovery from GenAI incidents.
In this hands-on workshop, your team designs and implements practical monitoring and alerting patterns tailored to GenAI systems.
- Define monitoring metrics that accurately represent GenAI reliability and behavior.
- Configure alerts for drift, failures, and latency across GenAI pipelines.
- Visualize logs, metrics, and trends in real time to support rapid diagnosis.
- Establish incident response practices specific to GenAI operational failures.
- Automate monitoring pipelines across tools to ensure consistent coverage.
- Defining Monitoring Metrics for GenAI Reliability
- Setting Up Alerts for Drift, Failures, and Latency
- Visualizing Logs and Trends in Real-Time
- Establishing Incident Response for GenAI Pipelines
- Automating Monitoring Pipelines Across Tools
- Identify and apply the right metrics to monitor GenAI system health.
- Detect drift, failures, and latency issues before they impact users.
- Use real-time visualizations to diagnose GenAI issues quickly.
- Respond to GenAI incidents with clear, repeatable operational workflows.
- Automate monitoring to reduce manual effort and blind spots.
Who Should Attend:
Solution Essentials
Facilitated workshop (in-person or virtual)
4 hours
Intermediate
Monitoring, logging, alerting, and incident management tooling in a guided environment