Notes on enterprise AI, operations intelligence, and building systems that last. Written for the people inside organisations deciding what to do with this technology.
Off-the-shelf models treat Arabic as an afterthought. Here is why every serious AI deployment in MENA needs a ground-up approach to language, not translation layers.
The gap between a strategy deck and a working system is where most enterprise AI projects die. We close that gap by building what we recommend.
Beyond statistical thresholds. How modern anomaly detection handles noisy accounting data, seasonal variance, and genuine edge cases without drowning your team in alerts.
Healthcare operations teams do not need another dashboard. What they need is a system that quietly holds the line when the ward is overwhelmed.