
Episode #35
Step Zero: What Comes Before Every AI Rollout in B2B
Kulmohan Makhija of Azilen joins Aaron Sheehan to talk about the unglamorous reality of implementing AI in B2B manufacturing and commerce. Kulmohan shares why buyers are shifting their focus from flashy interfaces to operational systems, explains how agentic AI and Model Context Protocol (MCP) are changing system integrations, and breaks down why clean data is the mandatory "step zero" before any AI rollout. Episode Highlights: 00:07 – Introduction: Meet Kulmohan Makhija & Azilen's AI Practice 02:13 – Interfaces vs. Systems: What Buyers Are Actually Willing to Pay For 08:04 – Why No Manufacturer Wants AI Writing to Their ERP (Yet) 08:45 – MCP Explained: From API Guesswork to Governed Orchestration 12:58 – Low-Risk vs. High-Risk: Where the Human Stays in the Loop 17:14 – The High-Speed Garbage Cannon: Data Quality as Step Zero 19:14 – Digital Product Passport: When Compliance Forces a Data Reckoning 26:04 – How an SI Sells "We'll Do Less of What You Pay Us For" 28:43 – What Happens to My Team? Reading the Room on AI Adoption 31:20 – 12 Months From Now: What We'll Stop Arguing About Resources Mentioned Book: Everyday Creativity by Pavan Soni Kulmohan Makhija’s email: kulmohan.makhija@azilen.com





