Monitoring and Logging for Generative AI Systems in Generative AI
Monitoring and Logging for Generative AI Systems
AI systems require continuous monitoring. Without visibility, reliability cannot be guaranteed.
1) What to Monitor
- Latency
- Token usage
- Error rate
- API response quality
2) Logging Strategy
Store structured logs for:
- User queries
- Model responses
- Tool calls
3) Alert Systems
- High error rate alerts
- Cost spike alerts
- Performance degradation alerts
4) Enterprise Insight
Monitoring ensures AI systems remain trustworthy and cost-effective.
5) Summary
Observability is critical for scaling AI responsibly.
