by Michelle Wicmandy | Mar 12, 2026 | Featured Articles
Growth no longer scales through campaigns. It scales through architecture. Enterprise architecture (EA) is shifting from documentation to a coordination engine for AI, data and operating scale. According to the International Data Corporation, global enterprise...
by Michelle Wicmandy | Feb 4, 2026 | Featured Articles
Organizations are no longer limited by access to customer signals. They are limited by how quickly they can act before the moment passes. Operationalizing real-time insight is less like following a fixed route and more like navigation. Conditions change constantly....
by Michelle Wicmandy | Jan 29, 2026 | Featured Articles
Contact centers have always been at the forefront of new tech. Their position in the customer experience universe is now being influenced by the defining transition point for AI. For the past two years, organizations have experimented with AI through...
by Michelle Wicmandy | Dec 12, 2025 | Featured Articles
Every December, dashboards stack up like holiday books — full of margin swings, supply clues, customer behavior and churn signals— waiting to be opened. The data existed and now it can speak back. Teams no longer scan dashboards at year-end. They ask new questions:...
by Jagadesh Donepudi, Michelle Wicmandy, Nitin Soni, Hiroaki Kanokogi | Sep 19, 2025 | Industry & Technical Publications
As refineries face increasing complexity, ageing control systems, and growing sustainability pressures, traditional control methods are struggling to keep pace. Static models and manual tuning often fall short in dynamic, non-linear environments, limiting both...
