Catch a negative story in AI before it spreads

A bad narrative inside ChatGPT does not announce itself. It just starts showing up in more and more answers until it feels like fact. The Reputation Monitor watches for exactly that, and tells you while you can still do something about it.

What the Reputation Monitor does

It tracks the sentiment of how the models describe you and raises an alert when a topic turns critical. You see how many alerts fired over the last week, which brands are affected, and the critical topic that keeps coming back. You set the thresholds, so the alerts match what actually matters to you.

When something crosses the line, it reaches you where you already work, through a Slack webhook or your own endpoint, with a rolling thirty day table of every alert.

Why it matters for GEO

Reputation used to spread through reviews and press, where you had time to react. Now it spreads through a model that millions of people treat as a neutral oracle. The window between a negative theme appearing and it becoming the default answer is short. This is the alarm that buys you that window back.

What you control

The sentiment threshold that triggers an alert, the topics you care about most, and where the alert lands. Quiet when things are fine, loud the moment they are not.

Feeds naturally into Brand Sentiment Analysis for a deeper audit.