Regulated, high-stakes, deeply local. The sectors where a mislabeled record or a tone-deaf answer carries real cost — and where native, domain-licensed expertise is the difference between a demo and a deployment.
Compliant Arabic models for the most scrutinized data in the region — built with bankers and in-region residency from day one.
Medical Arabic that licensed physicians produce and sign off — because clinical accuracy and patient privacy leave no margin.
Sovereign by design. In-region, on-prem-capable data programs for national AI — where control over data is non-negotiable.
Contract and case-grade Arabic, annotated by lawyers who read the clauses the way a court would.
The region's largest pools of dialectal voice and chat — turned into clean training data for support automation.
Culturally-tuned content and commerce data — moderation, search and recommendations that read the room.