Secure AI Before Production | Adeel Shaikh Muhammad

Adeel Shaikh Muhammad joins The RevGenAI Podcast for a practical conversation about securing AI before it reaches production.We talk about why AI governance cannot be treated as a final approval step, how machine identities and API access create hidden exposure, and why teams need to pressure test agentic systems before trusting them with real workflows.Adeel also shares a useful way to identify AI opportunities inside a business: start by listing the actual tasks people perform, then decide which ones can be automated, which ones need human review, and which ones require stronger controls before AI gets involved.This episode is for founders, operators, and technical leaders who want to move faster with AI without creating unmanaged risk.