Same data, different questions.
Open a failing run, find the bad span, compare it with a good run, and alert the owner.
Spot a jump in token spend, trace it to the agent or tool, and cap it with an alert.
Score both versions on the same traces and check user behavior before rolling out.
Watch each step of a business process and get alerted when one stalls.