At RWS Group, I evaluate Arabic-language AI responses for naturalness, clarity, factual accuracy, and instruction following, providing structured feedback for RLHF and model alignment. I also recorded Arabic speech datasets at Babel Audio across Modern Standard, Egyptian, Saudi, and Emirati Arabic.
At DataAnnotation, I audited and annotated 5,000+ multilingual speech samples, analyzing features such as intonation, rhythm, stress, and disfluencies. At OSI - Communicate Simply, I performed linguistic quality assurance and pronunciation checks for healthcare audio, drawing on my pharmacy background to handle specialized terminology accurately.

