AI Visibility Scores: Brand Mentions and Citations Tell Different Stories, MarTech Warns

AI visibility scores are being paraded around by marketers this autumn, but according to MarTech, they might be masking real problems. The outlet points out that brand mentions and source citations—the two key signals these scores are supposedly based on—often diverge sharply. That means a brand could look strong on one metric and weak on another, leaving teams blind to the actual gaps.

MarTech’s warning is straightforward: marketers need to figure out which signal is lagging before they try to fix their AI visibility. Otherwise, any optimization could be wasted energy, or worse, create new blind spots. No matter how much agencies love their dashboards, one score isn’t telling the whole story.