Josephwu · Newsroom
AI Visibility Reports Don’t Fix AI Visibility - What Brands Must Do to Earn Citations and Recommendations
As AI assistants reshape product discovery, many brands find that AI visibility dashboards show where they’re missing but don’t help them earn citations. Mersel AI outlines why execution—structured signals and publishing—matters.February 19, 2026