Thought leadership · AI in L&D
AI in Corporate Learning Across MENA — What Executives Should Ask in 2026
2026-02-10 · 7 min
Ask for a scoped use case, a data-residency answer, and an outcome metric. A chatbot demo is not a strategy.
AI in corporate learning is moving from demos to production questions: adaptive paths, Arabic content support, skills inference from work data, and AI-assisted coaching. The procurement question in Gulf markets is often where the data lives.
This brief does not claim a regional adoption percentage. What we hear in programme conversations is consistent: pilots are common, published baselines are not.
Questions that belong in the vendor room
- Which learner fields leave the country?
- Which law applies — for example UAE Federal Decree-Law 45/2021 or the KSA PDPL, if those are your markets?
- What decision will change if the tool works?
Arabic language quality is a competitive issue for bilingual programmes. Machine output is a draft. Judges and employees can usually tell the difference.
Source: AEA Awards editorial · Editorial: AEA Awards Editorial