
AI visibility tracking does not become another thing the team has to constantly manage. Once it is set up, you can schedule it and let it run, which makes it much easier to keep an eye on how your brand is showing up in LLMs over time. The feature I have found most useful is the visibility optimization workflow, especially the placement discovery based on competitor rankings. That is where the product becomes genuinely valuable for GEO, because it helps uncover where competitors are already winning and where there is realistic room for your brand to improve visibility. Review collected by and hosted on G2.com.
There is not much I dislike at this point. The main thing I would want to see is better insight into the actual questions, prompt patterns, or topic clusters buyers are using in LLMs. That would make it easier to connect visibility changes to content strategy and prioritization. Review collected by and hosted on G2.com.