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Les notes de l’équipe AYAN.
Articles, notes de méthode et billets techniques pour les équipes qui pilotent AYAN avec nous.
Featured · Industry
The Gulf Adopted the Machine First
Gulf buyers reached for the machine faster than almost anyone. 93 percent of frontline workers across the region now use AI every week, second in the world after the US. That head start is also an exposure problem, and it is the reason the next brand category gets led from here, not imported into here.
Nov 7, 2026 · Pablo CHARRON
22 oct. 2026 · Analyses
There is no first place in an AI answer
Chakir EL MESSAOUDI
25 sept. 2026 · Entreprise
What a brand still owns
Chakir EL MESSAOUDI
16 sept. 2026 · Ingénierie
The label is not the answer.
Chakir EL MESSAOUDI
1 sept. 2026 · Ingénierie
You can buy the slot, you cannot buy the sentence
Chakir EL MESSAOUDI
18 août 2026 · Analyses
The AI visibility playbook for retail & luxury brands
Chakir EL MESSAOUDI
13 août 2026 · Analyses
The CMO isn't dying. It's being rewritten.
Chakir EL MESSAOUDI
7 août 2026 · Entreprise
The brand you didn't write
Chakir EL MESSAOUDI
4 août 2026 · Analyses
A Category Is Named Where It Is Believed, Not Where It Is Built
Pablo CHARRON, Co-Founder, AYAN
4 août 2026 · Ingénierie
The dark AI layer
Chakir EL MESSAOUDI
2 août 2026 · Ingénierie
How LLMs “Choose” Which Brands to Cite
Anthony
28 juil. 2026 · Analyses
AI is the new word of mouth for SMBs. Here's how to win it.
Chakir EL MESSAOUDI
27 juil. 2026 · Analyses
Everyone Is Arguing About the Thermometer
Pablo CHARRON, Co-founder, AYAN
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22 juil. 2026 · Analyses
The CMO’s new brief: governing your brand in AI answers
Chakir EL MESSAOUDI
21 juil. 2026 · Analyses
The Machine Already Answers for You. The Only Question Is Who Taught It.
Pablo CHARRON, Co-founder, AYAN
17 juil. 2026 · Analyses
The Touchpoint Nobody Budgeted For
Pablo CHARRON, Co-founder, AYAN
17 juil. 2026 · Analyses
GEO, AEO, LLMO, SEO: A field guide to the acronyms, and which ones actually matter
Chakir EL MESSAOUDI
15 juil. 2026 · Analyses
Two ChatGPTs, One Question, and Two Different Dubais
Pablo CHARRON, Co-founder, AYAN
2 juil. 2026 · Analyses
What If AI gave the brand back its letters of nobility?
Chakir EL MESSAOUDI
23 juin 2026 · Analyses
The trust you didn't earn
Chakir EL MESSAOUDI
16 juin 2026 · Analyses
Brand visibility in the agentic internet
Chakir EL MESSAOUDI
26 mai 2026 · Analyses
Visibility is not a strategy. Interpretation is.
Chakir EL MESSAOUDI, Co-founder, AYAN
22 mai 2026 · Analyses
Inside a Brand Reading: how we read what models understand about your brand.
AYAN Research team
19 mai 2026 · Ingénierie
What llms.txt actually does, and what most teams get wrong.
Anthony