AI and content operating models
Decide where generation, research, editing and human judgment belong in a sustainable way of working.
MEDIA · CULTURE · EDUCATION / MENA
What a society can find shapes what it can remember and make next.
Media, cultural and education organizations hold more than content. They hold sources, language, memory, interpretation and public trust. AI creates new ways to search, connect and experience that material, while raising questions about rights, context, quality and responsibility.
CONTEXT FIRSTESLAM EL REFAE / AI, CONTENT & KNOWLEDGE STRATEGY
Find · Structure · Build · Activate
01 / THE CONTENT AND KNOWLEDGE QUESTION
THE CONTENT AND KNOWLEDGE QUESTION
The work begins with the material: what exists, what remains invisible, who needs it and what would become possible if it were structured, searchable and responsibly reused.
02 / WHERE I CAN HELP
WHERE I CAN HELP
Knowledge and archive discovery
Make archives and institutional knowledge easier to find, navigate, understand and reuse.
Editorial and audience strategy
Connect what an organization makes with why people should trust it, return to it and share it.
SEO and AI discovery
Build clear, original and well-structured content that can be found by people, search engines and AI systems.
Digital products and workshops
Shape tools, experiences and conversations that help teams respond to change without flattening cultural meaning.
03 / WHAT A USEFUL ENGAGEMENT LEAVES YOU WITH
WHAT A USEFUL ENGAGEMENT LEAVES YOU WITH
A clearer editorial or knowledge position, a practical way to use AI, stronger discovery paths and a shared view of where judgment, sources and responsibility remain visible.
04 / EXPERIENCE BEHIND THE ADVICE
EXPERIENCE BEHIND THE ADVICE
My background spans technology writing, digital media, content strategy, user-generated culture, SEO and product building. I co-founded Bteekh, a platform shaped around MENA user-generated memes, GIFs and video, and have worked across content, audiences and digital products.
Named work is described with the role and scope supported by the public career record; confidential operating details remain private.
05 / QUESTIONS BEFORE WE START
Questions before we start
What changes when content becomes cheap to produce?
Production alone becomes less distinctive. Editorial judgment, trusted sources, context, curation, audience understanding and the ability to make meaning become more valuable.
Can you help an institution make an archive discoverable?
Yes. The work can cover knowledge structure, metadata, search journeys, content decisions, Arabic language and the relationship between archive and audience.
Should a content team automate its editorial work?
Some work may be assisted, some redesigned and some kept human. The right answer depends on the purpose, sources, risks, audience and review model.
How does Arabic change content strategy?
Arabic has its own language, search intent, terminology, examples and cultural register. A strong Arabic system is authored for Arabic rather than translated at the end.
RELATED WORK
THE NEXT QUESTION
Bring the collection people should be able to find.
We can map its value, structure and most useful path into the world.