Four capabilities, one accountable team. We source, annotate, align and evaluate Arabic data to a frontier-quality bar — model-agnostic, dialect-aware, and sovereign by default.
Collection, transcription and labeling across 25+ spoken Arabic varieties — the informal language that barely exists in digitized form. Structured to your schema, judged against gold standards.
Native speakers ranking, correcting and rewriting model outputs — teaching Arabic models what a good, natural, culturally-right answer sounds like, and where the unsafe edges are.
Medical, legal and financial Arabic produced and judged by actual doctors, lawyers and bankers — where accuracy is non-negotiable and a wrong label has real consequences.
Independent measurement of Arabic model quality — dialect comprehension, cultural fit, factuality and safety — so you know what's good before you ship, and what to fix when it isn't.
Dialect tests and domain screening for every contributor.
Calibrate on gold-standard tasks and rubrics.
Expert tiers matched to each task type.
Gold-standard adjudication and rework loops.
Clean, structured data — encrypted and on time.