Outcome
Better work, not just faster work
Repeatable workflows and review habits that raise quality and reduce rework.
ABOUT
I help South African teams adopt AI in a way that improves real work quality, builds consistent practice, and reduces hidden risk.
Outcome
Repeatable workflows and review habits that raise quality and reduce rework.
Risk
Clear guidance on what not to paste, what to document, and who is accountable.
Adoption
A shared method so teams stop improvising and start working with intent.
Why I do this
Most teams have already started using AI, informally. People paste data, test prompts, and share shortcuts, but there is rarely a shared approach. The aim is practical capability with sensible guardrails.
How I work
The principles below show up in every workshop, assessment, and sprint engagement.
Workflows your team can use immediately, not generic hype or tool demos.
Privacy, security, and IP safety baked into prompts, policies, and review steps.
Lightweight checks so AI output gets reviewed before it reaches clients or decisions.
Designed around real constraints: budgets, skills, and what teams can sustain.
About
I work with teams across financial services, healthcare, research, and professional services. The focus is practical training that sticks.
I build with AI tools day-to-day, and I think seriously about the risks. That combination (hands-on practice plus governance awareness) is what I bring into training.
If you want to move from ad-hoc usage to a consistent operating model, the next step is a short intro call.
ISO/IEC 42001:2023
Lead auditor
ISO/IEC 42001 is the international standard for AI management systems: how organisations govern AI use, manage risk, and align practice with policy. I am trained to assess those practices against the standard—where the gaps are, what evidence looks like, and what counts as defensible—not box-ticking, but clarity your leadership and teams can act on.
That shows up in training and advisory as plain language, repeatable workflows, and guardrails you can stand behind when the questions get serious.