S05 E03: AI Visibility Metrics: Are They All Bull&*$t?

AI visibility tools are exploding right now. Every platform promises the same thing: better rankings in AI answers, more exposure, and a competitive edge. And what metrics are they saying will offer these insights?

- AI visibility score
- AI Share of Voice (SoV)
- Citation rate
- Brand sentiment

But….aren’t these all bull$*&^?
In this episode, we break down what AI visibility tools are really measuring, where the data actually comes from, and how marketers should be using these metrics without getting misled.
Are they all total BS? Not necessarily, but they should be interpreted with a grain of salt, a dash of strategy, and a pinch of perspective.
Because AI visibility isn’t useless. But if you treat it like a cold-hard KPI, you’re setting yourself up for bad decisions.

What you’ll learn:
- Why AI visibility scores are not based on real model data
- The difference between proxy metrics and actual performance
- Why AI Share of Voice can easily become a vanity metric
- What citation data really tells you (and what it doesn’t)
- Why AI sentiment is less useful than it sounds
- How to turn AI visibility into real strategy

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Видео S05 E03: AI Visibility Metrics: Are They All Bull&*$t? канала Geeky Tech