I work on deploying and scaling AI and communication platforms inside large organisations, particularly financial services, with a focus on making them secure, reliable, and usable in regulated environments.
Most of the work is turning new technology into production systems — integration, governance, and scale.
Most systems don’t fail because of architecture — they fail because of how they’re used (or more often, not).
→ Enterprise AI platform deployment and scaling
→ Secure integration of external AI systems
→ AI governance, controls, and compliance
→ Automation and platform engineering for reliability and efficiency
The work is never purely technical. It involves navigating constraints from security, legal, and operational teams while still delivering systems that people want to actually use.
I focus on problems where scale, complexity and outside contraints make simple solutions deceptively challenging.
A novel system for analysing user configurations to support troubleshooting at scale
The platform enables quick and repeatable analysis of user environments, helping identify configuration issues and reduce manual support effort in a reusable way.