Apr 15, 2026
A major shift is underway as enterprises move from lab‑ready
computer vision to the far more complex reality of deploying visual
intelligence across messy, variable, high‑stakes physical
environments. In this episode, Joseph Nelson, Co‑founder and CEO at
Roboflow, examines how dependable visual data, models tuned to real
operating conditions, and integration with existing production and
safety systems determine whether visual AI delivers meaningful
value. He highlights the practical moves that matter most: securing
consistent visibility into key processes, choosing a first
deployment that proves impact, and scaling only once the
operational foundations are in place. This episode is sponsored by
Roboflow. Learn how brands work
with Emerj and other Emerj Media options at go.emerj.com/partner