From Pain to Prototype: Turning Problems into MVPs in Six Weeks

Pain is often the birth of Innovation :)

Building a solution is rarely about technology it is about taking chaos and turning into a product that will help provide value to users.

Together, Ishan and Praveen bring deep expertise in AI, product development, and startup execution. Their journey reflects the grit, creativity and speed required to build game-changing solutions in today’s technology landscape.

In this session they will share their journey: why and how they created AusRealtor.ai and how they used cutting-edge technology to deliver real value to their customers and receive highly valuable feedback in return.

We will unpack the messy reality of going from an idea to an MVP in just six weeks.

On the technology side, they will cover their AI strategy, including how they used agents for orchestration, tax calculations, deep web search, and financial modelling, as well as forecasting Machine Learning models for property valuation.

On the startup side, they will share the lessons they learned from pivots, rebranding and early chaos, to why fast user feedback was essential.

About the Speakers

• Ishan Roy and Praveen are the Co-Founders of AusRealtor.ai, a Brisbane-based startup reimagining property search by combining AI innovation with human expertise. Ishan brings 15+ years of experience across Agile delivery, cloud, product strategy, finance, and innovation. He is passionate about building impactful products and mentoring the next generation of tech leaders. Praveen adds 8+ years of deep technical expertise in data engineering, cloud platforms, and machine learning. He has designed and deployed scalable data architectures, ML pipelines, and cloud-native solutions, giving the venture strong technical depth and execution capability.