Portfolio

Specialist bench

We maintain a vetted bench of Arabic reviewers, RLHF specialists, and domain experts — deployed on scoped client work under NDA.

Client names and metrics are shared under NDA during scoping. Below are representative engagement types.

Global AI lab

Under NDA

Arabic evaluation desk

Native-dialect eval suites, preference data, and red-team probes for MENA model releases.

Financial services

Under NDA

RAG accuracy audit

Retrieval harness, Arabic chunking review, and board-ready accuracy report with remediation plan.

Data company

Under NDA

RLHF data pipeline

Curated corpora, rubric design, reviewer QA, and export to client training infrastructure.

Bench

Specialist roles

  • Arabic dialect reviewers (EG, Levant, Gulf)
  • RLHF & preference ranking specialists
  • Domain experts — finance, legal, healthcare
  • QA leads & compliance reviewers

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