We don't build your models — we build the human data that makes them work. Dialect-aware annotation, alignment, and evaluation, produced by native experts across the Middle East.
Everything your model needs from its data — and nothing it doesn't. We go all the way down on data, so you never hand the hardest part to a do-everything shop.
The dialectal, domain-specific data that doesn't exist yet — field collection, licensed corpora, and controlled synthetic generation.
Native speakers label text, audio, image and video across 25+ Arabic varieties — to gold-standard rubrics, not guesswork.
Human feedback, preference ranking and rewriting that teach a model what a good, natural, culturally-right Arabic answer sounds like.
Independent benchmarks for dialect comprehension, cultural fit, factuality and safety — so you know what's good before you ship.
We work with native linguists and domain experts across the region — capturing the richness, nuance and diversity of spoken Arabic, dialect by dialect.
Frontier-quality Arabic data isn't a feature you bolt onto a platform — it's a craft. We're not a generalist crowd, and we're not a do-everything AI shop trying to sell you a model. We're a focused human-data engine, and that focus is the entire advantage.
Not an anonymous crowd. A vetted network of native speakers, linguists and licensed professionals — matched to your task by dialect and domain, calibrated against gold standards, and accountable for every label.
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.
"Bayanat gave us dialect coverage and rater quality we couldn't assemble ourselves — and they never tried to sell us a model. Our Arabic stopped sounding translated."
Document understanding, KYC, and dialectal customer-support data for compliant Arabic models.
Clinical transcription and medical Arabic, produced and judged by licensed physicians.
Sovereign, in-region data for public-sector AI — citizen services, records and policy.