Perspectives

Building Explainable, Strategy-aware and Trusted Supply Chains One of the things that excites me most about AI in supply chain is that, unlike many emerging AI applications, we are not starting from an empty canvas. During my time as CIO of an FMCG retailer, I could see how much transactional evidence a supply chain generates every single day. Every sale at the till, purchase order, goods receipt, stock transfer, inventory adjustment, production transaction, supplier delivery

Today, governments stand at the threshold of a new era, the one shaped by Artificial Intelligence (AI), advanced analytics, Digital Public Infrastructure (DPI), automation and data-driven policy making. These technologies promise faster decisions, more efficient operations and more responsive public services. However, there is a fundamental truth that is often overlooked. The true value of AI does not begin with AI itself. It begins with governance.

Leaders in banking, financial services and insurance (BFSI), success now hinges on mastering both sides of that equation: delighting customers and meeting complex governance obligations without slowing the business down.

Policy reform is only as effective as the services that deliver it. Fragmented systems and slow processes weaken accountability and trust. Civility unifies citizen services, financials, and analytics into one platform, turning every transaction into evidence. This enables leaders to improve efficiency, strengthen compliance, rationalize budgets, and reform policies with confidence.

Explore critical challenges of data verification, the importance of continuous data collection, and the implications of M&E