This webinar sets the scene by outlining the real challenges manufacturers face because of messy data. When data lacks structure and context, it becomes difficult to understand process risks like bottlenecks, quality issues, and lost time.

We then walk through practical methods for bringing this data together and adding meaning using knowledge graphs and large language models (LLMs). Rather than relying on manual data modelling, we’ll show how LLMs can be used to accelerate the creation of knowledge graphs by extracting structure and relationships from existing data. From there, we’ll cover different techniques for retrieving information from these graphs, focusing on how to surface the right context for a given question or use case.

Finally, we’ll close with a real-world deployment using our product Anvil, covering the original challenge, the approach taken, and the resulting outcome.

By attending this webinar:
Attendees will learn to focus on mapping relationships and meaning across existing data using knowledge graphs. Attendees will also see how LLMs can be used to build and maintain these knowledge graphs, not just query them.

Details About the Webinar

Wednesday, January 21, 2026 · 3:30 p.m. London (GMT +0:00)
Cost: Free
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About the Speaker

1766058554-c2fb114b0dbfae46 Roger Zouein
CEO, Mithryl

Roger is the co-founder and CEO of Mithryl, a company built on the belief that factories deserve better tools than spreadsheets and siloed systems. He began his career at a small British manufacturer, where he saw engineers waste hours searching for information instead of fixing problems. That frustration became Mithryl and its platform, Anvil. Today, Roger helps manufacturers connect documents, systems, and sensor data to turn overwhelming data into clear operational context.

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