Human-in-Loop: Why AI Compliance Tools Need Expert Oversight
Exploring the design patterns that make AI-assisted compliance workflows trustworthy—and the mistakes that erode confidence.
I'm a digital innovation professional with 20+ years experience helping organisations create value from new ideas, data, and emerging technologies. Currently focused on AI-enabled compliance, smarter content and augmented consulting workflows — bridging commercial strategy, technology, and hands-on AI building.
Reflections on applying AI to real problems, lessons from rapid prototyping, and the evolving practice of digital innovation.
Exploring the design patterns that make AI-assisted compliance workflows trustworthy—and the mistakes that erode confidence.
How modern AI tools are collapsing the prototype timeline—and what that means for innovation teams.
Lessons from building AI assistants that help consultants and clients navigate complex regulatory landscapes.
Why embedding AI into workflows matters more than building standalone tools—and how to get there.