4,000+
Finished audio hours delivered
High-fidelity, dialectal speech corpora
MASNOOD
Building the Arabic data layer for reliable AI systems.
Global technology leaders and healthcare institutions rely on our Arabic linguistic and data operations.

Proven at scale
Verified delivery metrics across enterprise Arabic data programs — not marketing claims.
4,000+
Finished audio hours delivered
High-fidelity, dialectal speech corpora
17M+
Words processed
Transcription, translation, and annotation
13,880+
Projects delivered
Multilingual and Arabic-focused programs
97.4%
Verified accuracy
Cross-validated QA benchmark on major deliveries
32
Arabic dialects
Natively annotated across MENA regions
100%
Native annotators
Vetted in-region linguistic specialists
Impact highlights
Anonymized delivery snapshots from enterprise Arabic data engagements — measurable outcomes without naming clients.
Sector: Global speech AI
A tier-1 technology program required dialectal speech data across Gulf, Levantine, and Egyptian variants for ASR model training — with dual-pass QA and encrypted delivery.
Sector: Healthcare & clinical AI
A healthcare institution needed HIPAA-aligned Arabic clinical dictation datasets — bilingual medical terminology, PII redaction, and audit-ready documentation for procurement review.
Sector: Enterprise NLP & annotation
Continuous ingestion of Arabic text for sentiment, speaker ID, and dialect tagging — native annotators, calibration batches, and weekly milestone reporting at enterprise volume.
Sector: Sovereign & government AI
Government-aligned programs demanded in-region collection, NDA-based contributor networks, SOC 2 / ISO alignment, and structured handoff with delivery certificates.
Figures represent aggregate verified delivery metrics across MASNOOD programs. Client identities withheld by policy.
MASNOOD was created for organizations that need Arabic AI data they can trust: data that reflects real dialect diversity, is reviewed by people who understand the language, and is delivered through disciplined enterprise operations.
To become the trusted Arabic AI data partner for organizations building the next generation of intelligent systems.
To help organizations build better AI through high-quality Arabic data, human expertise, secure operations, and measurable quality.
MASNOOD's platform vision includes Collect, Annotate, Evaluate, a managed Data Platform, a Contributor Network, and a future Dataset Marketplace.
The people accountable for scope, quality, security, and on-time delivery.

Executive Director & Founder
Leads MASNOOD's strategy, enterprise partnerships, and client engagements — aligning Arabic data programs with measurable quality, security, and delivery commitments.

Head of Delivery
Owns program execution from scope design through milestone reporting — project management, throughput, dual-pass QA, and secure handoff for enterprise programs.

Head of Linguistics
Directs dialect coverage, annotation guidelines, and linguistic QA — ensuring 32 Arabic variants are collected, tagged, and reviewed by native specialists.

Head of Technology
Leads data engineering, automation pipelines, and secure infrastructure — diarization tooling, encrypted storage, PII workflows, and delivery systems.