Agentic AI Reference Architecture

Observability & Evaluation · Software component

Batch Quality Monitor

Software componentObservability & EvaluationObservability & Evaluationarc:BatchQualityMonitor

A production quality monitor that collects predictions and runs scheduled monitoring jobs (e.g., hourly or daily) that generate reports and alert on anomalies.

Responsibility. Periodically computes quality and drift metrics over accumulated predictions.

Also known as: Batch monitoring

Variant of Production Quality Monitor abstract

When to choose. Choose for non-real-time applications, cost-sensitive monitoring and historical analysis.

specializesalternative toProduction Quality Monitor: specializesProduction Quality MonitorStreaming Quality Monitor: alternative toStreaming Quality Monitor
Direct neighbourhood (hover for relationship types)

Relationships

alternative to variability

Classification

Patterns
Scheduled monitoring jobs
Quality attributes
Cost efficiency

Sources

  1. Ref8.02: "Machine Learning Monitoring in Production," unpublished reference note (02-ML-Monitoring-Production.md), Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam supplementary materials, 2026. unpublished note