AI, data and the reality of making it work.
Practical thinking on data, automation, governance and AI — focused on what actually works inside real businesses.
Data Formatter explores how experienced human judgement and modern AI can be combined to build better systems, stronger governance and more useful outcomes.
Real problems. Practical experiments. Lessons shared freely.
Where Data Formatter fits
Human experience. Modern AI. Practical delivery.
AI is extraordinarily good at accelerating the work. What it doesn’t automatically provide is the business context, operational understanding and judgement needed to know whether the result is actually useful.
That’s the territory Data Formatter focuses on — applying modern tools inside real data, automation and governance workflows, testing what genuinely improves delivery and where experienced human judgement still matters.
Data & Automation
Designing, transforming and operationalising real-world data workflows.
Governance & Risk
Making data protection, information governance and AI governance workable rather than theoretical.
AI in practice
Using AI to accelerate analysis, documentation, development and decision making without removing human judgement.
ABOUT
Hi, I'm Karl Williams
I’ve spent more than two decades working across software development, data, automation, document composition and technical leadership — building systems, solving operational problems and managing the realities that sit behind business data.
Over time, that work has increasingly moved into governance, information risk and responsible data management, giving me a perspective that spans both how systems are built and how they need to be controlled.
25+ years
Data, software, automation
Leadership Experience
Technical, operational and governance roles.
Real-world Focus
Practical, not theoretical
Data Protection & IG
Qualified Practitioner (Level 4)
