Answers

Original research on how AI picks what to recommend.

We are early, so we would rather show the method than a cherry-picked number. Everything here comes from our own runs, and every figure carries the source it came from.

Measurement

Why a single AI visibility score is noise

We ran twelve money queries five times each against one model on one day. Seven of them changed their answer. Here is what that does to every before-and-after published in this category.

4 min

Topics

AI citations

How assistants choose which tool to name, and what moves it.

0 posts

Measurement

Whether any of this can be measured, and what a number has to survive to count.

1 post

Developer tools

The surfaces a developer actually evaluates from.

0 posts