AI, data and the reality of making it work.
I’m Karl Williams. I’ve spent more than two decades working with software, IT, data and automation — building systems, leading technical teams and solving real business problems.
Data Formatter is where I explore how that real-world experience can be amplified by modern AI — combining human understanding with new tools to build better systems, processes and outcomes.
Real problems. Practical experiments. Lessons shared freely.
Where Data Formatter fits
Human experience. Modern AI. Practical delivery.
AI can generate documents, code, analysis and recommendations at incredible speed. But good outcomes still depend on understanding the business, the data, the risks and the real-world systems underneath it.
Data Formatter is about bringing those two things together — practical experience in data, automation and governance, combined with modern AI workflows to deliver useful outcomes faster.
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.
