Kleinhans Digital Insights
Practical writing on AI, data control and POPIA-aware adoption.
These are draft articles for Jason's review. The point is to make the operating risk visible before AI becomes another unmanaged habit inside the organisation.
Editorial stance
Specific, careful and written for South African teams making real implementation decisions.
Articles
Three starting points for safer AI use.
Draft insight
Shadow AI is a POPIA problem
Staff are already using public tools. The issue is not curiosity, it is client data moving without a clear decision.
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Why local models are the South African answer
Local models will not solve every AI problem, but they give South African organisations a practical way to keep sensitive work under control.
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SOC 2 is not POPIA
Vendor compliance can help, but a US trust report is not the same as a South African data protection decision.
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