بيان

Humandatafor
AImodels

RLHF, fine-tuning, red-teaming, and benchmarks — across Arabic dialects, English, and 15+ languages. Production-quality training data from domain experts.

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Trusted by leading AI teams worldwide

TechCorp AI
DataScale
NeuraSoft
AI Dynamics
LangTech
ModelForge
DeepArabic
CognitiveLab

What we do

Everything your AI needs
from human data

From model evaluation to full dataset creation — our expert team covers every AI data need across Arabic dialects and beyond.

Most Requested

RLHF Data

Preference ranking and reward model training for Arabic language models

Model Safety

Red-Teaming

Adversarial prompt writing, attack categorization, and vulnerability tracking

Dialect SFT

Fine-tuning data across Gulf, Egyptian, Levantine, and Maghrebi dialects

Dataset Creation

Custom Arabic datasets from scratch with gold-standard quality

Domain Annotation

Specialized annotation for medical, legal, and financial domains

Benchmarks & Eval

Gold-standard Arabic benchmarks with agreement metrics and multi-stage QA

ب

The Arabic Edge

Built for Arabic
from the ground up

Not a Western platform that bolted on Arabic — purpose-built with deep Arabic understanding at the core.

Native dialect expertise

Native Arabic speakers across every dialect — not translators or crowd workers.

Dialect-first design

Guidelines and quality rubrics structured around dialect groups from day one.

Cultural context

Domain experts in Islamic, legal, medical, and financial fields.

Full transparency

Real-time dashboard, inter-annotator agreement, and gold-standard checks.

Global Reach

Any language, any scale

Arabic is our specialty, but our platform works for any language. Same quality, same transparency.

English & cross-lingual

Full English capability, Arabic-English alignment, code-switching detection, and translation QA.

Expanding coverage

Growing network across French, Urdu, Turkish, and more MENA+ languages.

One platform, consistent QA

Same multi-stage QA, annotator agreement, and client dashboard — any language.

RLHFRed-TeamingSFT DataGulf ArabicEgyptian ArabicLevantineMaghrebiEnglishFrenchTurkishCross-LingualBenchmarksMedical NLPLegal NLPIslamic TextsDataset Creation

How it works

Three simple steps

01

Scope

Tell us what you need — annotation, dataset creation, RLHF, or red-teaming. We design a custom plan.

02

Execute

Our vetted specialists deliver with continuous quality monitoring and human review at every stage.

03

Deliver

Clean, validated data in your format — with detailed quality reports and full transparency.

Ready to build
better AI data?

Join leading companies that trust Bayan for production-quality AI training data.