Core Insights - Aeries Technology, Inc. has reported measurable improvements from early implementations of its Engineering Management Framework (EMF), which is now entering a phased rollout based on validated outcomes [1][2] Company Overview - Aeries Technology is a global leader in AI-enabled value creation and business transformation, particularly for private-equity portfolio companies, and has been recognized as a Great Place to Work for two consecutive years [3] Engineering Management Framework (EMF) - EMF is a governance-led system that standardizes the measurement and management of engineering performance across global delivery hubs, converting data into executive-ready insights [2] - Early programs utilizing EMF have shown significant gains in delivery predictability, release reliability, and actionable visibility into global engineering operations [2] Market Trends - Clients are increasingly prioritizing transparency, predictability, and scalable governance in their global engineering models, which is shaping the future of the Global Capability Center (GCC) market, projected to exceed $100 billion by 2030 [2] Performance Improvements - The implementation of AI-enabled engineering practices has resulted in up to 30% faster development cycles and a 30% reduction in data reconciliation timelines [5] - The framework has also facilitated faster migration cycles and improved system stability across multi-hub engineering environments [5]