Ahmed darwish User

I’m a detail-driven AI Data Annotator and video contributor based in Alexandria, Egypt, combining bilingual (English/Arabic) data work with strict quality control. I focus on training AI models using accurate audio/video datasets while maintaining consistent guidelines that drive reliable model performance.

In my current role at Outlier.ai, I contribute high-quality bilingual video and audio data for the Acting Class project. I follow complex QA protocols, including precise timing (1-second buffer rules), accurate visual framing, and flawless text-to-speech accuracy. I also evaluate AI outputs, adapt quickly to daily performance feedback, and use error reports to improve results.

Alongside annotation, I’ve been working as a freelance Motion Graphics Designer and Video Editor, integrating AI generation tools such as ComfyUI into creative workflows. I manage end-to-end production—from thumbnail design to SEO optimization for YouTube—so the final output is both technically correct and audience-ready.

Previously, I worked as a Freelance Internet Researcher & Evaluator, performing data verification and linguistic evaluation for AI training datasets. I analyze Arabic text for sentiment, intent, and grammatical accuracy, and I verify local geographic data and business listings in Alexandria—work that strengthens the precision and cultural relevance of the datasets I help build.