MASNOOD

Quality & Security

Enterprise-grade quality, governance, and secure data handling.

Layered review, calibration batches, reviewer scorecards, and verified accuracy targets up to 97.4%.

Pilot projects use single-pass QA; enterprise programs include double-blind dual-pass verification.

Secure workspaces, access controls, encryption expectations, and least-privilege handling.

HIPAA-aligned workflows for US clinical programs; GDPR privacy-by-design for EU deployments.

Automated and human-reviewed PII masking; AWS S3 with KMS encryption for raw assets.

Designed to align with enterprise security audits including SOC 2 and ISO frameworks.

Enterprise and partnership tiers can include exclusive data IP ownership rights.

Project documentation, audit trails, operational controls, and clear acceptance criteria.

Confidentiality commitments for contributors, reviewers, and delivery teams.

Structured packaging, encrypted transfer options, and delivery confirmation.

Project-specific retention windows and documented deletion workflows.

Human-in-the-loop validation for linguistic nuance, dialect, safety, and edge cases.

Designed for procurement, governance, privacy review, and repeatable delivery.

Governance Embedded in the Workflow

Each engagement moves through defined controls from scope design to final delivery.

1Scope

2Access

3Review

4Delivery

5Deletion

Procurement teams compare vendors on measurable Arabic depth — not generic crowd labels.

Criterion	Generic vendors	MASNOOD
Arabic dialect coverage	MSA plus 2–3 dialects	32 dialects across 6 geographic groups
Verified accuracy	80–90% typical	97.4% cross-validated benchmark
Quality model	Single-pass crowd QA	3-phase hybrid HITL workflow
Code-switching	Rarely tagged	Arabic–English and Arabic–French tagged
Annotator profile	Mixed, offshore pools	100% native, in-region specialists
Healthcare compliance	Limited or add-on	HIPAA, GDPR, PII redaction, AWS S3 + KMS
Enterprise readiness	Ad hoc documentation	SOC 2 / ISO alignment, NDA, audit trails