I run a company that turns footage people already have into video that performs, so I spend an odd amount of time on one question: what does a specific audience actually watch, and why does one video take off while a near-identical one sinks.
Last week I pointed that question at my own audience, the engineers and technical leaders building AI agents and LLM apps in production. Not the most subscribers. Not the most polished. I went looking for the videos that outran their own baseline, because that is the honest signal. Eight themes came out clearly.
One note on the measure before we start. Throughout, a video counts as a winner when it beat its own channel's 90-day median by at least 2x. That keeps the comparison fair, so a small specialist channel and a giant like IBM Technology can sit in the same list without the giant drowning everyone out.