Datadog launched Patterns in Agent Observability to automatically cluster production LLM interactions into hierarchical topics. The feature surfaces cost, latency, error rate, and evaluation coverage per cluster without predefined categories. Teams can identify unexpected user behaviors and regressions that individual trace review misses.
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