12 JAN 2026
Across Qatar and the wider GCC, enterprise AI has moved past the proof-of-concept stage. Government entities, banks, and large retailers that spent 2023 and 2024 running isolated pilots are now asking a harder question: how do we run AI as a production capability, not a side project?
That shift changes what an AI initiative needs to succeed. A pilot only needs a model that works once, on a curated dataset, in a demo. A production system needs reliable data pipelines, monitoring, access controls, and a clear owner when something breaks at 2am. Most organizations underestimate this gap — the model is rarely the hard part.
