Trust But Verify: Provenance & Validation in AI-Assisted Policy Development

🚨 The AI Failure Mode in Policy Development Isn't Dramatic—It's Plausible. Over the past few years, we've seen major organisations walk right into the AI trap. Recently, in May 2026, South Africa had to withdraw its National AI Policy after discovering hallucinated academic citations that attributed fake findings to real authors. Similarly, Deloitte Australia had to issue a partial refund for an AI-assisted government report containing fictional judicial quotes and misspelt names. The core lesson? Large language models produce what a citation looks like, not what a citation is.

When AI hallucinations occur, they don't crash or display an error message; they produce fluent, confident text that looks exactly like competent research. This is why I am thrilled to announce an upcoming 4-week webinar series focused on mastering AI-Assisted Policy Skills! We will dive deep into how you can use AI as a powerful drafting engine while maintaining strict human accountability as the true governance authority.

Throughout the 4 weeks, we will master the Five Disciplines of AI-assisted governance:
🔸 Week 1: Provenance & Validation. Learn how to ensure every AI-generated claim traces back to a named, retrievable source and understand exactly what to challenge in the output.

🔸 Week 2: Approval Authority. Stop treating AI document generation as an administrative step. Every addition to a policy is a formal governance decision that requires human approval.

🔸 Week 3: Escalation Judgment. Discover the signals that indicate when AI has reached its competence boundary—such as interpreting complex regulations—and requires review by a human subject-matter expert.

🔸 Week 4: Audit Voice. Ensure you are audit-ready. "The AI generated this" is never an acceptable defence. We will train you to defend every policy decision in your own words. AI is incredible at synthesising regulations and formatting outputs, but it cannot bear accountability—only you can.

Join us over the next 4 weeks to learn how to stay in the driver's seat of your policy development.