I have both led strategy for, and built initial concepts of AI and ML products. During my time at Tesco, I wrote a white paper on the applications for multi-arm-bandit models in solving for infinite choice. This paper became the backlog of Tesco's Orchestration Strategy, which deployed machine learning models optimising product recommendations and user interfaces in real time. During my time at Fundeey, I built a number of automated AI pipelines that could generate charity biographies, craft personalised marketing messages and enable quick generation of new events. I have also worked with audio libraries such as Whisper to build automated transcription services for my own workflow automation and ChatGPT (3, 4 and 4o) for summarisation.