Natural language interfaces are changing how users access geospatial tools, potentially sidelining traditional GIS systems. This session looks at what’s lost and what’s gained when interfaces disappear.

• What does an AI-first geospatial workflow look like?

• Who gains access to geospatial capabilities when GUIs fade?

• What role remains for the GIS professional?