WEBINAR

Letting LLMs Operate, Safely: What Matters When Building an AI Architecture for Water Utilities

Connecting an LLM to water utility data is easy—the real challenge is making AI act safely within complex, real-world operations. Join us to explore the journey from reading sensor data to autonomous agentic workflows, and discover what it takes to build AI that can truly operate alongside water utilities.
November 12, 2026
4:00 PM UTC
1 hour

November 12, 2026
Time: 11:00 AM ET | 10:00 AM CT | 8:00 AM PT
Duration: 60 minutes
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Summary

Connecting an LLM to a water utility’s data is the easy part. The real challenge begins when AI moves beyond simply reading and interpreting information and starts acting on operations.

Making an LLM interact safely with operational systems, run agentic workflows autonomously, and support a utility’s operations end-to-end — rather than addressing a single vertical use case — requires a fundamentally different approach to AI architecture.

At Xylem Vue, we have spent the last few years building for exactly this challenge. In this webinar, we will share the lessons learned along the way and explore what it takes to move from AI experimentation to solutions that can operate safely within real water utility environments.

Through live examples based on real water operations, we will look at the journey from reading sensor data to enabling autonomous agentic workflows. We will also explore the different levels of AI maturity in water utilities, why architecture must leave room for each utility’s own operational know-how, and what utilities should demand from AI solutions designed to become part of their day-to-day operations.

What you’ll learn:

  • Why reading and acting are two different AI problems.
  • Live examples, from reading sensors to autonomous agentic workflows.
  • The different levels of AI maturity in water utilities.
  • Why AI architecture must leave room for the utility’s own know-how.
  • What water utilities should demand from any AI solution.

Speaker

David Torres

David Torres

AI Lead

Xylem Vue

David Torres Toro leads the AI product line at Xylem Vue, where he shapes how large language models and agentic architectures land inside water-utility operations. An industrial engineer with a background in asset management and data science, he bridges utility know-how with the IT and AI teams building the next generation of operational software.

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