Rotating a thumbnail is easy. Knowing which one won is not. Time of day, day of week, and video age all skew results.
ThumbnailTools leans on structured windows and corrections so you don’t crown a “winner” that only performed on Friday night.
Rules of thumb
Respect analytics lag. Avoid declaring winners on tiny impression counts. Prefer bandit allocation over endless 50/50 splits once a leader emerges.