About the Authors

Dr. Neil Williams is a data scientist and AI strategist with a passion for transforming complex challenges into actionable insights. With a background spanning econometrics, machine learning, and Gen AI, he specializes in leveraging Python, Elastic, and LLMs to build scalable, high-impact solutions.

Neil has worked as a consultant for nearly 30 years; his client engagements include Volkswagen, National Grid, Royal Mail, Capgemini, The R&A, Man City FC, Elexon, UKRI, Electricity Company of Ghana, Duni, BIM Object, and many others.

From guiding enterprises through AI adoption to architecting intelligent risk management platforms, Neil combines deep technical expertise with sharp business acumen. His work spans industries (majoring in energy), where he has championed data-driven decision- making.

Whether pioneering new applications of GPT in enterprise environments or mentoring the next generation of data scientists, he thrives at the intersection of technology, strategy, and innovation.

In 1998, Neil was awarded a PhD for his research in computer vision applied to subsea robotics. His broad experience and academic rigour have given him a deep understanding of the technical aspects of AI and its application across different industries.