Designing an AI-Agent Marketing Team: What Actually Works

Explores how the Organizational Intelligence Loop (OIL) reframes people analytics and Organizational Network Analysis as privacy-aware infrastructure for enterprise GenAI, distinguishing passive vs active ONA, defining trust density and behavioral knowledge graphs, and showing how nonresponse-aware, governed network signals improve AI grounding, routing, and adoption.

A founder’s take on why enterprise GenAI needs an organizational layer and how the OIL framework uses behavioral graphs and influence signals to make AI adoptable, written by the CEO of LEAD and a researcher in Columbia University’s Information and Knowledge Strategy program.

Over lunch today, I happened to watch an episode of the Chinese sci-fi animation Swallowed Star . A line at the end caught my attention:...

Organizational learning drives innovation and growth by combining knowledge management, information management, and process management. Building a culture of psychological safety, structured onboarding, cross-functional collaboration, and leadership development is essential. Investing in workforce intelligence and learning programs boosts efficiency, retention, and long-term success.

In the constantly evolving landscape of today’s business world, I've observed firsthand the critical importance of collaboration, open...