#28 Ram Bala: Why Context Is the Missing Layer in Enterprise AI
Dr. Ram Bala (Professor at Santa Clara University's Leavey School of Business, author of The AI-Centered Enterprise, and founder of Samvid.ai) joins Vijay Mehrotra and Michael Watson on the Decision Intelligence Lab podcast. They unpack "contextual AI" — why generic LLM answers fail enterprises, how role-aware AI aligns procurement and legal teams, the real danger of "agentic chaos," and why organizational structure will evolve on its own once information flows improve.
What You’ll Learn:
What “contextual AI” means and why generic AI fails enterprises
How role-aware AI aligns teams with competing incentives
Why org structure redesigns itself when information flows improve
What “agentic chaos” looks like — and how one CIO shut it down
Why the bottleneck was never the models — it was the inputs
Where undocumented tribal knowledge goes when people retire
How agents cut pharma scenario planning from weeks to hours
Why human accountability doesn’t disappear in an agentic world
About the podcast
The Decision Intelligence Lab podcast delivers real-world insights for data professionals, business leaders, and anyone seeking to leverage data & AI for smarter decision-making & successful business outcomes.
For business inquiries, email at decisionintelligencepodcast@gmail.com