AYAN
Resources

Notes from the AYAN team.

Articles, methodology notes, and engineering posts for the teams who run AYAN with us.

Featured · Industry

Visibility is not a strategy. Interpretation is.

We have built excellent tools to count how often AI assistants mention a brand, and almost nothing to interpret what those mentions say. A number on a dashboard is a measurement. A measurement is not a strategy.

May 26, 2026 · Chakir, Co-founder, AYAN
Blog | AYAN