How to verify AI citations instead of trusting ranking screenshots

Short summary

The article argues that AI visibility measurement should go beyond ranking screenshots to separately track mentions, citations, and contextual accuracy. It recommends building a stable prompt set tied to real customer questions, saving full answers, and classifying cited sources as owned, competitor, community, or third-party. The most useful report identifies what was accurate, what was missing, and which content gaps to fix next.

• •Separate AI visibility into three signals: mention, citation, and context accuracy
• •Build a stable prompt set tied to real customer questions and track changes over time
• •Visibility is not the same as accuracy—manual review of cited sources remains essential

Generated with AI, which can make mistakes.