The Photoshopped thumbnail (hands) and the thumbnail we selected (Jeff) had similar play rates and a 35% improvement in play rate compared to the system-generated one. These two versions also had higher engagement rates than the one with an automatic thumbnail. Total result was an increase in total time watched of 50%.