What we learn building frontier-quality Arabic data — written for the teams shipping Arabic models into production. No fluff, no vendor theater: dialects, compliance and evaluation, treated with the seriousness they deserve.
MSA gets you reading. Dialect gets you understood. Where the real data gap sits — and what it costs in production.
What in-region really means under Saudi Arabia's PDPL, and the questions to ask any data partner before work begins.
Beyond accuracy: why translated benchmarks mislead, and a five-dimension protocol for measuring what matters in dialect.
Tell us the task. We'll scope a pilot that proves the quality on your own data.
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