At Google, I demonstrated Google Gemini and collected user feedback and interaction data to inform product quality and localization improvements across Kenya and East Africa.
With Toloka AI (Yandex), I annotated text, image, and audio for machine learning projects, including Swahili text classification and sentiment labeling. I also reviewed submissions for accuracy and earned top-rated contributor status.
Across Atlas Capture, Micro1, CrowdGen (Appen), and CloudFactory, I labeled video, completed generalist annotation, transcribed audio, and extracted data from financial documents. My training includes a Diploma in Artificial Intelligence from ALX Africa and a Bachelor of Commerce in Finance from Kenyatta University.

