AI is being deployed across responsible sourcing programmes to process vast datasets, flag supply chain risks and automate due diligence workflows. But in a sector where data is fragmented and supply chains are opaque, the limits of AI matter as much as its potential. Norman Mukwakwami, global head of responsible sourcing at Trafigura, gives a practitioner’s view on where it is delivering real value — and where it isn’t.
What to expect from this type of session...
A focused talk on a single idea, challenge, or case study. No discussion, no Q&A, no interruptions — just a speaker, an argument, and a hard stop. We're a discussion-first programme, but some topics are better served by a direct, uninterrupted hearing. Ten minutes to make it land.


