(as presented at Museum Computer Network Conference 2025)
Identify email topics, visitor segments and urgency. Route emails to the right people to respond: Project Overview

Structures and Process:
how a small transformer creates results, Behind the Scenes

Here are the Presentation Slides as shown at Museum Computer Network Conference 2025.
More about museum tech, machine learning: Related Links

Knut Graf (pronounced “canute”) is a software UX designer, digital design generalist and life-long self-taught developer. Knut came to Austin from Germany in 1995.
Knut delivers designs and solutions that find simplicity in complex domains. Knut served international clients as Principal Designer at Frog (“Frogdesign”), has served as Product Design Director at startups, and pursues his own projects.

Marty Spellerberg is a digital consultant and principal of Spellerberg Associates, specializing in strategy, design, and development for museums and cultural institutions. Over two decades of experience, he has established himself as a thought leader through research contributions and frequent speaking engagements.
In 2016, he founded Spellerberg Projects, a contemporary art gallery in Lockhart, Texas, where he serves as director.