AI contractor with hands-on experience delivering high-quality, human-generated training data for machine learning models across audio, speech, text, and video. Specialized in text segmentation & chaptering, speech and prosody evaluation, descriptive captioning, and transcription validation. Proven ability to follow complex guidelines, detect patterns and errors, and produce consistent, model-ready annotations for enterprise AI vendors.