Find the territories where AI already sees you as the reference

Visibility is not flat. You can be the name a model trusts on one topic and invisible on the next. Topic Authority maps your whole category into clear themes and shows you exactly where you lead and where you have nothing to say yet.

What Topic Authority does

We take every topic the models raise across your prompts and group them into canonical themes, so a dozen ways of saying the same thing become one clean axis. Then we score each axis on four things that matter:

How much weight it carries, based on how often it comes up. Whether you have coverage, meaning your brand actually owns topics that match it. The average score of the theme. And its trend over the last seven days against the prior stretch, so you see momentum, not just a snapshot.

The result is a map. Bright spots where AI treats you as a reference, and dark spots where you are missing from the conversation entirely.

Why it matters for GEO

The themes with high weight and no coverage are your single clearest content roadmap. They are the questions buyers keep asking the model, in your category, where your brand does not show up. Close those gaps and you give the model more reasons to name you.

Built to stay clean

Topics are consolidated in a careful second pass rather than on every run, with fuzzy matching that folds near duplicates into the right canonical theme. The whole view exports to CSV, so it drops straight into a strategy deck or a client roadmap.

Works alongside Topics and the LLM Training Signal.