Packaging, the thumbnail and title, is responsible for roughly 80% of a video's performance.The content itself accounts for the remaining 20%.
AI should remove friction and buy back your time, not replace judgment, taste, or responsibility.
The system supported them rather than relying on constant oversight or individual heroics.
High approval on non-viral, educational content was treated as a stronger indicator of system health than sporadic spikes in reach.
The central question used to evaluate performance was never "Did this perform well?"It was always: "Did this accomplish what it was designed to do?"