From AI Pilots to Profits | Harsh Vardhan, Apollo Tyres, Shreya – Director & Head, Nasscom Deeptech.

Enterprise AI has a well-documented pilot problem. Moving an initiative into live production is a different exercise from proving that it works.

In this Nasscom In Conversation episode, Harsh Vardhan, Global Head Digital Innovation at Apollo Tyres, in conversation with Shreya, Director & Head of Nasscom Deeptech, explains how more than 40% of the company’s manufacturing AI initiatives reached production. The method starts with the business problem rather than the technology: collecting what plant engineers, planners and operators actually face, ranking them against current baselines and target KPIs, and using the headroom between the two to build the investment case.

He describes the longer goal as a shift from automation-driven manufacturing to conscious autonomous manufacturing, where agentic systems sense deviation, predict what may go wrong and act within a defined degree of autonomy.

On working with startups, he offers both sides of the problem. Startups too often lead with a technology lens when the organization is buying a business outcome. Corporates, in turn, break the momentum that makes startups valuable through slow NDAs and delayed onboarding.

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