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I am sure this will be hugely unpopular with a lot of people; but I think AI prompt visibility tracking is generally a big and expensive waste of time. 🤷‍♂️

The SEO industry has lazily tried to apply the 'old' paradigm of 'rank tracking' to LLMs, and frankly, it doesn't work well because it doesn't reflect how LLMs operate.

Traditional search engines rank documents in a linear order based on their perceived relevance to a query, LLMs contextually and non-deterministically generate an answer in language, not rankings.

My thoughts have been shaped by discussions with @myriam.dopamine.builders on this, but I believe @dixonjones.bsky.social is heading in the right direction with Waikay; it's more important to get an understanding of how the model perceives your brand, your product, your service.

1980s: Brand is what you tell people with billboards, TV ads, and writing things in the sky with planes 2000s: Brand becomes what people collectively say about you, as they themselves become hyper-connected on the web

Now: Brand will become what AI understands about you, as we build tools that are capable of reading huge swathes of the internet and summarising opinion, features, and experience.