Instrument every model touchpoint
We capture prompts, feature vectors, inference metadata, and downstream actions to understand exactly how models behave in production.
Human-in-the-loop review cycles
Operations teams receive curated cases each week, mixing Arabic and English data, to score relevance, fairness, and impact.
Close the feedback loop
Insights travel back into retraining sprints, feature flags, and rollback plans so nothing stays theoretical.
Community discussion
Leaders from government, finance, and energy comment on our weekly drops.
Reem Al-Salem
AI Program Manager
Love the mention of bilingual eval sets—rarely discussed publicly.
Faisal Al-Dosari
Data Platform Lead
How do you version prompts? Would like a follow-up article.