llm visibility issues

The Real Problem: You Can’t See What’s Missing Most brands approach this blindly. They run a query once, don’t see their name, and start changing content without knowing what actually needs to change. That’s the first mistake. AI answers are not static. The same question can produce different outputs depending on phrasing, context, and variation…