We cover models, measurement, and governance for teams shipping in Arabic and English. No hype cycles — just latency, licensing, and the paperwork your legal team will actually read.
What we cover
Stack decisions
Build vs. buy, on-prem pockets, and vendor lock-in you will feel in year two.
Measurement & attribution
Incrementality on sparse conversions, SKAN realities, and clean-room etiquette.
Responsible rollout
Human review hooks, disclosure patterns, and brand safety in generated assets.
The best MENA AI roadmap is boring on purpose: contracts, evals, and rollback paths.
