Ayan
Resources

Notes from the AYAN team.

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

What a brand still owns
Featured · Company

What a brand still owns

Five convictions we built AYAN on: what brands lost when AI assistants started answering, why visibility is not the goal, why a model has to be able to say why, and why an insight that stops at a report is not a product.

Sep 25, 2026 · Chakir EL MESSAOUDI