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Notes from the AYAN team.

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

There is no first place in an AI answer
Featured · Industry

There is no first place in an AI answer

If every brand follows the same recommendations, does every brand come out on top? The question is fair. The premise is not. In an AI answer there is no podium, only a brand that is chosen or not, question by question. Generic advice makes you eligible. Only what is true about your brand gets you chosen.

Oct 22, 2026 · Chakir EL MESSAOUDI
What a brand still owns
Sep 25, 2026 · Company

What a brand still owns

Chakir EL MESSAOUDI
The label is not the answer.
Sep 16, 2026 · Engineering

The label is not the answer.

Chakir EL MESSAOUDI
You can buy the slot, you cannot buy the sentence
Sep 1, 2026 · Engineering

You can buy the slot, you cannot buy the sentence

Chakir EL MESSAOUDI
The AI visibility playbook for retail & luxury brands
Aug 18, 2026 · Insights

The AI visibility playbook for retail & luxury brands

Chakir EL MESSAOUDI
The CMO isn't dying. It's being rewritten.
Aug 13, 2026 · Insights

The CMO isn't dying. It's being rewritten.

Chakir EL MESSAOUDI
The brand you didn't write
Aug 7, 2026 · Company

The brand you didn't write

Chakir EL MESSAOUDI
A Category Is Named Where It Is Believed, Not Where It Is Built
Aug 4, 2026 · Insights

A Category Is Named Where It Is Believed, Not Where It Is Built

Pablo CHARRON, Co-Founder, AYAN
The dark AI layer
Aug 4, 2026 · Engineering

The dark AI layer

Chakir EL MESSAOUDI
How LLMs “Choose” Which Brands to Cite
Aug 2, 2026 · Engineering

How LLMs “Choose” Which Brands to Cite

Anthony
AI is the new word of mouth for SMBs. Here's how to win it.
Jul 28, 2026 · Insights

AI is the new word of mouth for SMBs. Here's how to win it.

Chakir EL MESSAOUDI
Everyone Is Arguing About the Thermometer
Jul 27, 2026 · Insights

Everyone Is Arguing About the Thermometer

Pablo CHARRON, Co-founder, AYAN
The CMO’s new brief: governing your brand in AI answers
Jul 22, 2026 · Insights

The CMO’s new brief: governing your brand in AI answers

Chakir EL MESSAOUDI
Jul 21, 2026 · Insights

The Machine Already Answers for You. The Only Question Is Who Taught It.

Pablo CHARRON, Co-founder, AYAN
Jul 17, 2026 · Insights

The Touchpoint Nobody Budgeted For

Pablo CHARRON, Co-founder, AYAN
GEO, AEO, LLMO, SEO: A field guide to the acronyms, and which ones actually matter
Jul 17, 2026 · Insights

GEO, AEO, LLMO, SEO: A field guide to the acronyms, and which ones actually matter

Chakir EL MESSAOUDI
Jul 15, 2026 · Insights

Two ChatGPTs, One Question, and Two Different Dubais

Pablo CHARRON, Co-founder, AYAN
What If AI gave the brand back its letters of nobility?
Jul 2, 2026 · Insights

What If AI gave the brand back its letters of nobility?

Chakir EL MESSAOUDI
The trust you didn't earn
Jun 23, 2026 · Insights

The trust you didn't earn

Chakir EL MESSAOUDI
Jun 16, 2026 · Insights

Brand visibility in the agentic internet

Chakir EL MESSAOUDI
Visibility is not a strategy. Interpretation is.
May 26, 2026 · Insights

Visibility is not a strategy. Interpretation is.

Chakir EL MESSAOUDI, Co-founder, AYAN
May 22, 2026 · Insights

Inside a Brand Reading: how we read what models understand about your brand.

AYAN Research team
May 19, 2026 · Engineering

What llms.txt actually does, and what most teams get wrong.

Anthony