My day is usually split between testing models, reviewing outputs, and figuring out why something behaves differently than it did last week. Search Atlas has been useful because it gives me another way to look at AI search without having to recreate the same checks manually every time.

I probably spend more time in the AI visibility side of the platform than anywhere else. It's useful when I'm comparing how different models surface information because everything is already organized instead of living across browser tabs and spreadsheets. I also like that I can jump into Coworker from Slack if someone asks a question while we're discussing an issue. It keeps the conversation moving instead of making someone wait while I dig through reports. Review collected by and hosted on G2.com.

The release pace is fast enough that it's easy to miss smaller improvements. I usually notice new functionality because someone on my team finds it first. A better way to surface what's changed, especially for existing users, would make it easier to keep everyone up to date. Review collected by and hosted on G2.com.