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Articles by Ahmed Amrousy on AI for business — how to choose an AI course for executives in Egypt and the GCC, the difference between the POCAB and GCSE-F prompting frameworks, and what training 65 executives at a national power company taught him about corporate AI adoption.
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Choosing an AI course for executives in Egypt or the GCC comes down to nine questions, and price is not the first of them. This guide, written by Ahmed Amrousy — Executive Education Instructor at the American University in Cairo and founder of Menova — sets out what to ask a provider about delivery language, hands-on ratio, who actually stands in the room, and how confidential data will be handled.
POCAB and GCSE-F are two prompting frameworks designed by Ahmed Amrousy for managers. POCAB — Persona, Objective, Context, Audience, Boundaries — structures a single prompt where the model works from what it already knows. GCSE-F — Goal, Context, Source, Expectations, Format — structures work over your own documents and data, where the model must answer from a named source rather than from memory. Choosing between them depends on one question: is there a source?
Ahmed Amrousy trained 65 executives at Kahraba, Egypt's largest private-sector power generation and distribution company, across three runs of the same 16-hour workshop. It was rated 4.8 out of 5, and the CEO and nine senior managers later booked a separate advanced session. These are the five things the engagement taught him about corporate AI training — including why the data boundary has to come before the first exercise rather than after it, and what running the same workshop three times revealed that running it once would not have.
Corporate AI training in Egypt and the Gulf is normally priced per programme rather than per seat, and the number is driven by six things: the seniority of the room, the number of contact hours, the language of delivery, the city, the group size, and how much of the content is rebuilt around the client's own work. Travel, venue and tool licences are quoted separately. This guide, by Ahmed Amrousy — Executive Education Instructor at the American University in Cairo and founder of Menova — explains how to read a quote, what belongs in the fee, and how to compare two proposals fairly.
The ROI of corporate AI training can be measured honestly, but only if the measurement is set up before the training runs, and only for a narrow set of things: time on specific recurring tasks, throughput on a named process, and the rate at which a team still uses what it learned sixty days later. Satisfaction scores, completion rates and self-reported hours saved are not ROI. This guide, by Ahmed Amrousy — Executive Education Instructor at the American University in Cairo and founder of Menova — sets out the four measurements worth taking and the ones worth refusing.
The practical risk of AI at work is not a dramatic breach. It is ordinary staff pasting customer records, unsigned contracts, salary data and board material into consumer tools, because nobody told them where the line is. A workable boundary fits on one page: three categories of information, four questions to ask before pasting, and a named person to ask when the answer is unclear. This guide, by Ahmed Amrousy — Executive Education Instructor at the American University in Cairo and founder of Menova — sets out that page, and explains why a blanket ban produces the worst outcome of all.
AI literacy training for employees teaches staff what generative AI can and cannot do, what data may never be pasted into it, how to check its output, and how to brief it well enough to be useful in their own role. For organisations in Egypt and the Gulf it has moved from optional to necessary for two reasons: staff are already using AI tools whether or not the company has approved them, and firms with operations in the EU now face an explicit AI-literacy obligation under Article 4 of the EU AI Act, applicable since 2 February 2025.
Every Menova programme is scoped to the client. Book a short call — or send the team size, seniority and objective — and you get a written proposal with agenda, duration and price within two working days.
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