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Field Notes

A field note on what AI does to the industrial operating model.

Notes on what actually changes when AI moves from a feature to the operating model of an industrial company.

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What it covers

How AI reorganizes industrial companies — product, data, compliance, and supply-chain intelligence — written from inside the work rather than from the outside looking in.

How often

Occasionally. It goes out when there is something worth saying, not on a schedule set by a content calendar.

Who it's for

Operators, product and supply-chain leaders, investors, and board members making decisions about AI in industrial businesses.

Kunal Chopra

Turning analog businesses into technology companies.

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© 2026 Kunal Chopra