Open the episode's details and look at Ad segments.
Tap any episode to open its details. The Ad segments card lists each ad Castria found, with how many and how long in total. Tap one to jump to it. Time saved shows how much listening the skips save you.
In the expanded player, ads are also marked as shaded areas on the waveform.