Keynote: AI Is Not a Product. It's Infrastructure. — Lucien Engelen
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AI Is Not a Product. It's Infrastructure.

And that changes everything — for hospitals, for boards, and for the policymakers who shape the system around them.

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Most organizations are still asking the wrong questions about AI. The dominant narrative treats it as a new software category — something to procure from a vendor, deploy in a department, and measure ROI on. That view has produced thousands of pilots and surprisingly modest impact: healthcare adopts AI at a higher rate than most sectors, yet nearly two-thirds of organizations haven't scaled it past the pilot stage.

That is not a technology problem — it is an organizational one. This keynote makes the case that AI is enterprise infrastructure, much as electricity once was for the factories of the Industrial Revolution — and that once something becomes infrastructure, the question stops being "should we adopt it?" and becomes "how do we build our future around it?"

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What this keynote covers

01

From pilot to infrastructure

Why governing AI as a software line item — the way facilities manages a vendor contract, not the way a utility runs electricity — is what stalls transformation at the pilot stage.

02

The frameworks that work

Path framing, path narrating, path stretching; ADKAR for clinician adoption; and why hybrid, "ambidextrous" governance outperforms centralized or decentralized models by 41% in adoption and 26% in cost efficiency.

03

Six priorities for AI as infrastructure

Safety-centred governance, designing with front-line teams, built-in transparency, continuous monitoring, an honest narrative, and systematic AI literacy.

Further reading

Essay
AI Is Not a Product. It's Infrastructure.

The full essay behind this keynote — the case for governing AI as enterprise infrastructure.

Essay · Pharma edition
AI Is Infrastructure — for Pharma

The same argument, adapted for pharmaceutical organizations and their boards.

Who it's for

Hospital & health system boards C-suite & digital transformation leaders Policymakers & regulators Health-tech governance teams

“When something becomes infrastructure, the questions change. You no longer ask, should we adopt it? You ask, how do we build our future around it?”
— Lucien Engelen, “AI Is Not a Product. It's Infrastructure.” (2026)

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