Private credit assets under management have transitioned rapidly from a specialist allocation to a scaled component of global credit markets. Yet the risk and operational infrastructure supporting the asset class have not evolved at the same pace.

Financial institutions have spent decades building infrastructure around prices, historical data and risk measures. A new layer of enterprise information is now emerging: probability, a quantified representation of uncertainty about future outcomes.

Bancassurance has long promised a powerful combination: insurance and products, bank distribution channels, and deep customer relationships. However, in A&M’s experience, many bancassurance models remain constrained by fragmented data, manual onboarding, product–market misalignment, and regulatory complexity.

Most agentic commerce narratives fixate on AI, but that misses the real shift. It’s not that software can decide; it’s that it can move money autonomously, without waiting for human approval at every step.