We met the management of Mu Sigma, a data analytics and decision sciences company, to understand the AI-led structural changes underway in the industry. The management indicated that the nature of enterprise engagement, scope, and delivery has become more dynamic, which requires quality judgment at scale while embedding AI into the enterprise decision framework. The decision framework is deeply integrated and has built broader institutional dependency' instead of relying upon individual deliveries', aided by decision ontologies and knowledge graphs. Hence, the intensity of multi-faceted domain depth that the company has garnered over decades...