Five Seams Read a chapter

Prashant Kumar

Vice President, Data & AI. He wrote this book from inside the work — five recurring failures, documented by somebody who was accountable when they opened.

Prashant Kumar is Vice President, Data & AI at MSCI. Across a decade and four organizations, he has owned the enterprise AI stack end to end — governed content, entitlements, the agent platform, its economics, and how any of it reaches the people it was built for. Those five things are the five seams of this book.

Along the way, he spent years watching the same failures in other people's organisations: at Deloitte, leading AI transformation across banking, pharma, consumer goods and agri-commodity, and at IBM, building cognitive systems back when the technology was still called that. Eight sectors, and the recurring discovery that the model was almost never the problem.

His first venture, before any of it, was a preventive-healthcare startup — and his first lesson in the difference between building something and getting somebody to use it. That lesson is Chapter 7.

He holds an MBA from IIM Mumbai and lives in Bangalore.

Granted patent

US11488055B2 — a method by which a machine learning system refines its own training corpus. Filed 2018, granted 2022; five years before retrieval quality became an industry problem, and directly upstream of the cited-answer work he ships today.

Recognition

Receiving Best Data & AI Leader of the Year, 2026
Award · 2026

Best Data & AI Leader of the Year, 2026 — 18th BPO Innovation Summit & Awards. Global Excellence Award, UiPath, 2019.

Recent Keynote

Keynote at Asia's Leading AI Adoption Conference
Keynote · 2026

Asia's Leading AI Adoption Conference, 2026 — keynote and panel on moving enterprise AI past the pilot.

Demystifying AI

A four-part series on enterprise AI for The Indian Express.

Speaking

He speaks on what it takes to move enterprise AI past the pilot — governance as an enabler rather than a brake, and the economics of adoption at scale.

The five-seam frame works as a forty-minute talk with the illustrated sequences, or as a shorter session for a leadership team. If that would be useful to your organisation, write to him.

Get in touch

For speaking, press, or to tell him which seam your organisation is stuck on.

prashant@fiveseams.com