Turning ideas into reality with strategy and product design. 

AI Product Manager with 8+ years taking software and AI products from discovery to launch. I've led three Innovate UK-funded AI products through different patterns of AI work: retrieval over domain knowledge, multi-agent orchestration, and LLM output evaluation against an expert-approved reference set, designing explainability and human oversight in from the start.