Samer H.

I help teams evaluate AI responses, improve Arabic speech data, and identify errors that affect model quality. I am a native Egyptian Arabic speaker with experience in AI evaluation and data annotation through Outlier, Arabic transcription through Deepgram, and a previous Egyptian Arabic transcription contract with Productive Playhouse. I am Top Rated on Upwork. My services include: • AI response evaluation: compare outputs, apply project rubrics, assess instruction-following, and explain rating decisions. • Data annotation: label and review content according to detailed guidelines, flag ambiguous cases, and incorporate quality feedback. • Arabic ASR and transcription review: identify omitted or incorrect words, correct machine-generated transcripts, and maintain consistent speaker labels and formatting. • Egyptian Arabic and Modern Standard Arabic review: assess meaning, naturalness, dialect consistency, and grammatical accuracy. • Medical and pharmaceutical content review: apply my pharmacy background and nearly 20 years of formulation R&D experience to terminology and scientific accuracy. I work in Arabic and English and provide clear, specific feedback supported by examples. My pharmaceutical background has trained me to maintain confidentiality, follow documented procedures, and make traceable quality decisions. Please share your task type, evaluation guidelines, expected volume, and deadline so we can agree on a practical scope.