From Data Chaos to AI-Powered Systems: How African Founders Can Turn Messy Data Into Intelligent, Scalable Products
Your data is already telling you where your business can grow. The problem is that most founders can't hear it. As your company scales, customer data gets scattered across spreadsheets, CRMs, product analytics, payment systems, support tools and internal workflows. The result? More information, but not necessarily better decisions. Join Samuel Mugisha, Founder of Streamline Health Tech, for a practical conversation on what it takes to transform fragmented data and messy processes into connected, intelligent systems that can power your next stage of growth.
Too many founders are rushing to add AI to their products without first asking whether their underlying systems, workflows and data are ready for it. But building an AI-powered company is about creating the infrastructure, processes and data foundations that allow AI to generate meaningful intelligence. Drawing from years of building technology to solve complex, real-world problems in African healthcare, Samuel will unpack the lessons founders can apply to their own businesses, regardless of industry.
This session will show you how to think beyond simply collecting data and start turning it into a competitive advantage. We'll explore how founders can identify valuable data across their business, connect fragmented systems, improve operational visibility, determine when they're truly AI-ready, and use AI to turn information into faster, smarter decisions. The goal is to build intelligent systems that solve real problems, improve your product and create a stronger foundation for sustainable scale.
You'll leave with a practical framework for thinking about data, AI and scalable product development , including how to identify the data problems holding your business back, where AI can create genuine leverage, what founders commonly get wrong when implementing AI, and how to build systems that can evolve as your company grows. Most importantly, you'll gain lessons from Samuel's experience building technology in complex African markets and learn how to apply those principles to your own journey from traction to $1M ARR and beyond.