Arabic Data Collection
We source high-quality Arabic voice and text datasets across regions, dialects, demographics, and recording environments.
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Capabilities
Enterprise-grade capabilities for Arabic AI data and model evaluation.
Audio Transcription
Human-verified transcription for calls, telephonic conversations, and speech datasets — verbatim output with diacritics, punctuation, phonetic rules, and tags such as [noise], [laughter], and [overlap].
Request this serviceData Annotation & Labeling
We classify, label, and enrich text and audio for sentiment analysis, speaker identification, dialect tagging, keyword labeling, and ML training workflows.
Request this serviceDialect Classification
We help AI teams classify Arabic data by dialect, region, speaker attributes, and linguistic context.
Request this serviceLLM Evaluation
We evaluate Arabic model outputs for accuracy, relevance, cultural appropriateness, safety, and linguistic quality.
Request this serviceAI Safety & Red Teaming
We test models for unsafe outputs, bias, hallucinations, cultural sensitivity issues, and Arabic-specific failure modes.
Request this serviceData Engineering & Analytics
We support organizations in preparing, structuring, validating, and operationalizing data for analytics and AI use cases.
Request this serviceMedical AI Data
Clinical-grade Arabic audio and text for healthcare AI — EHR speech, clinical dictation, and HIPAA-aligned delivery for US and EU programs.
Request this service32 Arabic Dialects — Coverage Matrix
Six geographic groups mapped to native in-region collection and annotation — not Modern Standard Arabic alone.
| Dialect group | Accents covered | Primary regions |
|---|---|---|
| Gulf (Khaleeji) | Najdi, Hijazi, Gulf Urban, Emirati, Qatari, Kuwaiti, Omani | Saudi Arabia, UAE, Qatar, Kuwait |
| Levantine | Damascene, Aleppine, Lebanese, Jordanian, Palestinian | Syria, Lebanon, Jordan, Palestine |
| Maghrebi | Moroccan Darija, Algerian, Tunisian, Libyan, Hassaniya | Morocco, Algeria, Tunisia, Libya |
| Nilotic | Cairene, Sa'idi, Alexandrian, Sudanese | Egypt, Sudan |
| Iraqi | Baghdadi, Moslawi, Basrawi | Iraq |
| Yemeni | Sana'ani, Hadrami, Adeni | Yemen |
Code-switching coverage
Intra- and inter-sentential Arabic–English and Arabic–French mixing tagged for commercial hubs — a gap generic providers miss.
Medical AI Data Excellence
Clinical-grade Arabic audio and text datasets for healthcare AI — built with domain specialists and strict compliance frameworks.
- High-precision transcription of clinical terminology, bilingual medical jargon, and patient symptoms
- Datasets for clinical dictation, EHR speech interfaces, and virtual voice scribes
- HIPAA-aligned handling for US healthcare programs; GDPR for EU-facing deployments
Healthcare compliance
HIPAA
Structured for US clinical and health-tech procurement requirements.
GDPR
Privacy-by-design workflows for EU data subjects and cross-border delivery.
PII redaction
Automated scripts plus human review to mask names, IDs, and contact data.
AWS S3 + KMS
Logically isolated, encrypted storage for raw audio and transcripts.
Request a scoped proposal for medical transcription, annotation, or evaluation datasets.
Platform Vision
Coming Capabilities for an Arabic Data Platform
These capabilities are framed as a future platform direction, not fully launched products.
MASNOOD Collect
MASNOOD Annotate
MASNOOD Evaluate
MASNOOD Data Platform
Contributor Network
Dataset Marketplace
Turn your data need into an executable project.
MASNOOD helps define scope, quality, security, and the delivery model.