Business automation
Monitor AI automation with task-level metrics
Connect alerts to failed tasks, cost and customer experience.
Availability is not enough
A service can be online while giving stale information or failing bookings. Track task completion, tool accuracy, abstention and handoffs. Separate model, retrieval and downstream failures so alerts reach the right owner.
Keep useful traces
Correlate steps by task ID, duration and result without exposing secrets or full personal records. Record configuration versions. Review answer samples because aggregate metrics can hide a small category experiencing persistent failures.
Make alerts actionable
Attach an owner and response to each alert: pause writes, roll back or hand off. Test alerts with controlled failures. Track false alarms and revisit thresholds when volume or customer mix changes.
Educational content prepared with AI assistance. Proposed examples illustrate an approach and do not guarantee results. Our editorial approach