Open any speech coaching app. The first metric you will see is filler words. "Um" count. "Uh" count. "Like" count. A red badge if you exceed some arbitrary threshold.
This is the dominant paradigm in a $6 billion industry. The assumption is simple: fewer filler words = better speaker. Apps charge $20/month to count them. Corporate trainers build entire workshops around eliminating them. Coaches treat them as the primary signal of speaking quality.
The assumption is wrong.
We ran 8 famous speakers through multimodal congruence analysis. Not audio-only. Video. We measured what their face, voice, and body were doing at every moment versus what their words were saying. Confidence. Engagement. Emotional congruence. Audience impact.
Then we counted the filler words. The results break the entire framework.