Knowledge Graphs and Semantic Relationships: A Must for AI-Ready Data

As many of you already know 1touch.io has joined Everpure to combine its AI-driven data discovery and classification capabilities with Everpure’s global scale, accelerating the delivery of next-generation data management solutions. This meetup will be special!

Speaker: Ashish Gupta - CEO and President of 1touch.io
Ashish drives a bold vision to redefine how enterprises discover, understand, and secure sensitive data in the age of AI. A dynamic and highly regarded technology leader, he brings more than two decades of experience scaling high-growth companies across cybersecurity, enterprise software, and data infrastructure.

Prior to joining 1touch.io, Ashish served as CEO of Bugcrowd, where he accelerated the company’s growth, strengthened its market position, and expanded its platform to meet the evolving demands of modern security teams. His earlier leadership roles at global technology companies including Microsoft, Infoblox, Genesys, Actian, and Vidyo reflect a consistent track record of building innovative products, leading high-performing teams, and delivering impactful go-to-market strategies. He now joins Everpure as the General Manager of Data Management.

Talk: Ashish will talk about why, in today’s AI world, the quality and structure of your data directly impact how well your models actually perform, and why many organizations are still limited by the way their data is set up.
He’ll break down why traditional systems fall short and introduce knowledge graphs as a critical foundation for modern AI - connecting data through relationships, not just storing it in isolated tables. Instead of fragmented datasets, you get a connected view: customers linked to purchases, products tied to categories, and patterns that AI can actually understand and act on.
You’ll see how this approach brings real-world context into your data, enabling s