There's many videos out there on YT. Some are from very enthusiastic western hobbyists, or bonsia artists who didn't specialize in satsuki. Others are from pro Japanese artists who move right up to the edge of what is possible in their climate with their skill, or try to go beyond.
I tried to guess which video you watched. It would have bee easier if you had just posted the video and asked your question. Or posted a picture of what you have, explained your goal. and asked for what to do.
If all you want is the fattest base of a trunk possible, then yes you wouldn't prune at all.
If you do prune early in the season, then you do not slow down the tree too much. If you prune mid-seasonm you literally take away most of the energy-generating surface during the time it could generate the most energy, when the days are longest.
This is why only pruning late winter is so good. You do not remove all leaves. You prune back all terminal shoots to 2 branches only. And you prune them so they position well. And if you have 1 very long shoot without sidebranches, then you prune back into old wood, removing all flowers. Which is why I linked that Satsuki channel video.
At first I thought you meant the Green Veil / Yamada-san channel. They have many videos where they take nice bonsai, prune into old wood very hard, leaving no leaves, and 60% of the comments are people saying they ruined a very nice bonsai.
Like this example:
Then two years later:
That's probably the boldest azalea bonsai cut on YT.
Sadly, part 2 isn't at the end of the growing season of year 1. And ther also isn't a part 3 where the tree looks really good.
Additionally, these videos would benefit from explaining what the short and long term goals are. And why pruning style option A is picked over pruning option B.
At the other extreme, we have videos where people just hedge shear to silhuette a satsuki that is past the peak of it's bloom. With no follow up.
I guess the Greenwood video is like that.
Then John Geanangel approach is quite different, as he is using cheap nursery material. If you can buy 2 gallon Chinzan and your climate in South Caroline is arguably even better than the climate in Japan. And you just buy a pickup truck of Chinzan and Gumpo from the local nursery, that are priced down as they are out of flower. And you just cut them back hard, because yolo. If you do it on many, at least one is going to end up looking pretty decent eventually. Very different from starting out with a 1000 USD 60 year old satsuki bonsai that already looked great.