Generic GEO tools can make a university look visible while priority programs remain unclear or absent in AI answers. Higher education needs AI discovery infrastructure built for program selection, not brand mentions.

Paid media can buy attention, but it cannot buy AI confidence. Higher-ed programs need clear, trusted, current evidence before AI systems can understand, cite, and recommend them.

Your AI visibility report says you showed up. But did AI actually understand, trust, cite, or select your programs when students asked real questions? That is the prompt echo chamber.