On the frontlines of enterprise AI, it’s clear that the real constraints aren’t the models - they’re the fragmented semantics, legacy workflows, and outdated governance structures that prevent AI from operating at scale. We’re rebuilding the semantic foundations, workflow design, and accountability models required for AI to sit inside the enterprise, not beside it. This session lays out our perspective on what it truly takes to achieve AI at enterprise scale - and the architectural and organizational shifts required to make it real.