GEO / AEO
Neural search does not rank a URL. It names a brand — or it names someone else.
We run a frozen prompt set against ten consumer engines and score three outcomes that the market keeps mixing up: mention, citation, and recommendation. Share of voice and share of answer are always against named peers, on the same panel, on the same date.
Bot access and llms.txt are hygiene. If a crawler cannot fetch the same public HTML a person sees, there is nothing honest to cite. That is not a ticket into ChatGPT, and we will not sell it as one.
On the desk
- Prompt tracking across ten engines
- Query fan-out — the splits models actually run
- Citation URLs: owned, competitor, earned
- Mention, citation, recommendation — three columns
- Share of voice, share of answer, and position in the reply
- Markets and language set before the first prompt





