The Secret to Scalable AI:
Security, Cost & Data Management
The Secret to Scalable AI:
Security, Cost & Data Management
Security, Cost & Data Management
Every organization is somewhere in the same cycle right now: budgets are approved, pilots are in play, and the pressure is on to move from a chatbot that answers questions to agents that take action – all without burning budgets or bleeding IP.
But most teams are about to hit the same wall. An agent is only as good as the data it can reach, and that data sits behind permissions, compliance requirements, and systems that were never built to talk to each other or to a language model. And few have thought through what it costs to run agents at scale, or what happens when agents reach into systems they were never permissioned to touch.
David Lanstein (Co-Founder & CEO, Atolio) and Mahesh Vinayagam (Founder & CEO, qBotica) have spent the last few years solving this from opposite ends: one building the secure knowledge layer agents reason on, the other building the agents themselves and watching customers get stuck.
In this fireside conversation moderated by Kieran Gilmurray, they'll talk through the real economics and governance questions enterprises are asking right now as they move from AI experimentation to AI operations, and the choke points they're seeing across dozens of automation journeys.
But most teams are about to hit the same wall. An agent is only as good as the data it can reach, and that data sits behind permissions, compliance requirements, and systems that were never built to talk to each other or to a language model. And few have thought through what it costs to run agents at scale, or what happens when agents reach into systems they were never permissioned to touch.
David Lanstein (Co-Founder & CEO, Atolio) and Mahesh Vinayagam (Founder & CEO, qBotica) have spent the last few years solving this from opposite ends: one building the secure knowledge layer agents reason on, the other building the agents themselves and watching customers get stuck.
In this fireside conversation moderated by Kieran Gilmurray, they'll talk through the real economics and governance questions enterprises are asking right now as they move from AI experimentation to AI operations, and the choke points they're seeing across dozens of automation journeys.
