Grape Up built a shift supervisor system using Model Context Protocol on Spring Boot, with no rewrite or separate platform, and a type mismatch two joins deep across four systems.

Grape Up is a technology consultancy & software development company that helps enterprises navigate their data-driven business transformation journey. We merge deep technical expertise with a strategic, consultative approach - but we don't just respond to requirements. We help enterprises identify their critical turning points - the precise moments in business and technical architecture where the right intervention triggers exponential transformation. We call this ‘breaking the linear’. We challenge assumptions, reshape conversations, and deliver mission-critical solutions across automotive, manufacturing, finance, and aviation. From legacy modernization and data platforms to production-grade AI - we operate from strategy through hands-on delivery. When your deep industry knowledge meets our technical mastery, the result goes beyond the sum of its parts. That's how 1+1 becomes 4.