Manu Bansal is co-founder and CEO of Lightup, an AI-powered data quality and observability platform for the enterprise data stack. A Stanford EE PhD and IIT Kanpur alum, he first co-founded Uhana, a machine-learning analytics company for mobile carriers that VMware acquired in 2019. The grind of debugging bad data at Uhana became the seed for Lightup, which now runs hundreds of thousands of daily data-quality checks across petabytes of customer data and is backed by Andreessen Horowitz.

Sedarius Tekara Perrotta is the co-founder and CEO of Shelf, a New York-based knowledge management and AI data-quality platform. A former Peace Corps volunteer turned serial software entrepreneur, he has spent two decades applying machine learning and NLP to the unglamorous problem of finding the right answer fast - building knowledge systems for the World Bank, Harvard Business School, MIT and Stanford before turning that craft into a company that raised $52.5M in Series B funding led by Tiger Global and Insight Partners.