When AI Meets Experience: Utilising AI ethically in curriculum design, development and delivery
When INTERPOL asked me to design a senior leadership development program for women in law enforcement—and to design its first iteration for the Middle East—I faced a challenge that wasn’t just instructional. It was cultural, operational, and human.
The course needed to cover multiple skills and areas of knowledge, including leadership and management theory and practice, as well as their application to law enforcement, strategic management, crisis management, gender mainstreaming and international police cooperation.
To meet that challenge, I combined 30 years of law enforcement and military experience with the best that emerging technology had to offer.
I used AI.
But only in the areas where it made sense.
Using AI shouldn’t be about replacing expertise; it should be about augmenting it. It can, ethically and legitimately, be about using AI to scaffold structure, speed up production, and generate valid starting points—without compromising authenticity or contextual sensitivity.
Where AI Helped—and How It Was Guided
I used AI to:
– Generate the fictional setting — The city of Al-Madina, its police chief Layla Hassan, and other civic institutions were created using AI prompts tailored to:
– Fit a Middle Eastern context without referencing real names or places;
– Ensure cultural, gender, and religious sensitivity;
– Uphold universal human rights norms;
– Represent diverse communities and ensure the inclusion of women in leadership.
– Supplement imagery — I blended AI-generated images with personal photography and copyright-free assets. For instance, prompts like “A female police officer speaking with a civilian at a crime scene in a non-specific Arabic setting” helped illustrate key themes without violating sensitivities or copyrights.
Where Experience Was Essential—and Non-Negotiable
What AI didn’t—and couldn’t—do was create the learning experience.
– The reference guide, lesson structure, instructor’s manual, and scenarios were built entirely from my law enforcement career, drawing on training and operational roles in national and international leadership roles as well as my experience and qualifications in all of the relevant theories and practices, along with the input of the INTERPOL SME’s on Gender, INTERPOL systems and practices and how to integrate them into modern policework and my highly educated and experienced cofacilitator.
– Instructional delivery frameworks—like how to debrief a scenario or lead a reflection on ethical leadership—were based on decades of facilitating training in real law enforcement environments.
– The design logic—why the session sequence moved from behavioural traits to crisis leadership, or how group dynamics were handled—came from years of watching what works with senior professionals from varied backgrounds (And my own trial and error in the past…).
AI gave me draft bricks. My experience built the house.
In Delivery: How It Performed
The course landed firmly:
– As senior leaders from the region, participants found Al-Madina and Chief Layla Hassan highly relatable—especially in the scenarios exploring transformational, servant, and adaptive leadership under pressure as well as crisis and strategic management.
– Visuals and fictional case elements created psychological distance while allowing emotionally honest conversations.
– The AI-generated elements worked—but only because they were carefully reviewed, contextually adjusted, and paired with deeply human facilitation.
Where AI needed correction: incorporating real experience and emotion, oversimplifying leadership challenges, proposing overly tech-heavy tools, and occasionally missing subtle cultural expectations. These were easy to fix—but only if you knew what to look for.
Reflections for Learning Designers
– Use AI for structure, not soul. It’s a powerful tool for outlining content, brainstorming formats, and generating neutral case elements—but it cannot lead learning.
– Context is king. Cultural, legal, and political realities matter. AI can be prompted to respect norms—but it’s your job to make sure it actually does.
– Instruction is a craft. Real facilitation, sequencing, and scenario debriefing cannot be auto-generated—experience matters.
– Fiction helps reality land. A well-designed fictional setting, such as Al-Madina, provides participants with the space to think critically and emotionally—without defensiveness or risk of judgment.