What do the AIs actually recommend?

Pick a category and see what ChatGPT, Perplexity, Gemini and open models each recommend, and how much they disagree. This is honest, DOI-backed measurement, including the run-to-run variance most AI-visibility trackers quietly hide.

The uncomfortable truth every other tracker buries: the AIs agree with each other almost never. Two runs of the same question return a different list more often than not. A single confident leaderboard is noise. We show you the disagreement, because the disagreement is the real answer.

Where the engines disagree the headline

Each engine's #1 pick for this category. When these differ, "the best X" has no single answer, it depends entirely on which AI the buyer asks.

Category leaderboard (blended AI-Visibility Score)

Invisible & single-engine tools

Tools this category's engines barely name, the opportunity space, and the vendors most anxious about it.

Who the AIs cite as sources

The domains AI answers pull from (network-wide). If you want to be recommended, this is who you need to be referenced by.

Check your brand's AI visibility

Type a tool/brand name to see where it stands in this dataset.

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