Operations Guide
RAGOps Health Monitor Setup Guide for Platform Teams
RAG production failures (70% rate) stem from unmonitored retrieval quality and knowledge drift. This guide defines a health monitor setup with baseline metrics.
Implementation Steps
- Define retrieval quality metrics: recall rate, MRR, latency, and chunk relevance score.
- Set baseline thresholds per metric with severity scoring for alert urgency.
- Assign retrieval health owner with weekly review cadence and knowledge drift detection.
- Track retrieval quality trend and update thresholds when production failure pattern emerges.
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- Provider and model split recommendations
- Budget guardrail design by traffic stage
- KPI plan for spend, quality, and conversion