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Online eval sampling
Sample live production traces into continuous eval jobs - not only offline golden sets.
TrialObservabilityNew
- Why this ring
- Offline gates miss distribution shift. Trial once tracing coverage exists and labeling capacity is funded.
- Production risk if ignored
- Production quality drifts for weeks while CI still passes yesterday's fixtures.
- EU AI Act relevance
- Supports continuous post-market monitoring evidence.
- Typical effort
- weeks
- Medium FinOps impact
Use cases
- Post-deploy monitoring
- Drift of user queries
- Enterprise SLA quality
Adoption steps
- Sample 1–5% of traffic
- Score asynchronously
- Alert on score drop
- Feed failures into golden set
Related tools
In your assessment
Online sampling rate + labeling workflow review