I help organisations turn AI ambition into responsible systems and measurable outcomes — from strategy and governance to hands-on delivery across healthcare, defence, FinTech, public safety and education.
Academic depth, hands-on delivery. My focus is helping people integrate AI responsibly: not just selecting tools, but aligning data, governance, culture, skills and measurable outcomes.
AI readiness, strategic direction, LLM integration, guardrails, governance, risk assessment and practical implementation pathways.
Applied AI collaborations in healthcare, predictive analytics, signal processing, cyber security, responsible AI and interdisciplinary funding bids.
Support for leaders, technical teams and mixed stakeholder groups who need to understand what AI can realistically — and safely — do.
My work is strongest where AI has to meet real-world constraints: clinical settings, regulatory expectations, data security, organisational change, public trust and commercially meaningful outcomes.
A sample of industrial and research collaborations. Artefacts, dashboards and case materials are added here as they become shareable.
On-ward predictive analytics identifying at-risk children — providing up to 12 hours advance warning of cardiac arrest, with whole-ward visual analytics mapping patient deterioration.
PhD Project with Ziad Ali & Atif Azad demonstrating adversarial attacks against state-of-the-art AI algorithms. Published in CVPR.
Chief Data Scientist role: predictive analytics and dashboards identifying crime patterns and safe walking routes, helping reduce violence against women and girls (VAWG).
KTP Lead for a GenAI customer-support solution delivering measurable operational efficiencies for a cloud services provider — from guardrail design to deployment.
From our first meeting with Iain, it was clear he understood how companies and consultancy worked, and how best to interact with us. His ability to grasp the value held in our data and how it is used allowed him to explain why the solution to our problems was not merely an AI application, as others had insinuated, but rather a problem of data visualisation. The quick turn-around and business-focussed approach was not what we had come to expect from an academic institution and should be templated in other areas.Stuart EwenCEO, Mindset Associates
Whether you need strategy, delivery or both — I'd love to hear about what you're working on.