⚠️ CRITICAL REALITY CHECK
AI ≠ Generative AI
A production-ready framework for business value creation across 10+ companies and sectors
Myth: AI = ChatGPT and Large Language Models
Reality: 90% of business value from AI comes from gradient-boosted trees optimising pricing, time series models improving demand forecasting, and computer vision automating quality control.
GenAI is powerful—but it's one tool in a comprehensive value creation stack, not the foundation.
Core Philosophy: Business value first, technology second
Built from experience delivering several €100Ms value creation across diverse sectors
Based on production AI implementations spanning financial services, energy, manufacturing, logistics, and professional services