A grounded look at document intelligence for GCC government and enterprise: Arabic OCR, structured extraction, human-in-the-loop review, on-premise security and realistic ROI.
How to build Arabic conversational AI that Gulf users trust: dialect and code-switching, register, latency, escalation, PDPPL privacy and honest quality measurement.
A technical guide for CTOs on why general-purpose LLMs underperform on Gulf Arabic, what a real fine-tuning and evaluation process involves, and when to skip it.