The Institutions Lost Them First
Gen Z's distrust of AI isn't a technology problem. It's a verdict
In February, I wrote about friction. The idea that technology moves faster than the people it’s supposed to serve. Train booking systems that penalise you for not having the right device. Airports running manual passport checks alongside screens that could do it in seconds. Small inconveniences that compound into something larger — a creeping sense that progress is being done to you, not for you.
I framed it as a design problem. I think it’s bigger than that.
Gallup released polling this week that should stop people in the room. Gen Z’s excitement about AI dropped 14 points over the past year, landing at 22%. Hopefulness fell to 18%. Anger is now at 31%. Those numbers would be notable on their own. What makes them significant is the detail buried inside them: the biggest sentiment drops came from daily AI users. Not sceptics. Not the technology-averse. The people using the tools every day, and feeling worse about it the more they engage.
That is not a technology problem. That is a trust problem. And the source of it has almost nothing to do with the technology itself.
Sixty-two percent of Gen Z believes AI will unlock financial opportunities they can’t currently access. They see the potential. What they don’t trust is the system surrounding it — the schools, the employers, the government — to let them participate in it fairly.
That distinction matters.
More than half of colleges either discouraged or outright banned AI use at the exact moment employers started treating AI literacy as a baseline hiring requirement. Junior hiring at AI-adopting companies fell nearly 8% within six quarters, not through layoffs, but through a quiet freeze on entry-level positions. Forty-four percent of Gen Z workers report actively sabotaging their company’s AI rollout. Goldman Sachs research puts AI-linked job cuts at roughly 16,000 per month, with younger workers absorbing the heaviest share of that.
Look at the architecture of that failure. The schools that should have been teaching the tools spent two years policing them. The employers that demanded AI skills from candidates simultaneously eliminated the entry-level roles where those skills get built. The government produced no retraining framework, no transition policy, nothing comparable to the scale of the disruption already underway. OpenAI’s own policy paper, released this month, warned that AI is moving fast enough to hollow out wage and payroll tax revenue and unravel the social safety net. The company building the technology is sounding the alarm that no institution has been willing to address.
This is what structural friction looks like. Not a QR code that requires the wrong device. A generation told to adapt to a system that removed every rung from the ladder while they were still climbing it.
When I was travelling through Italy and Morocco, the friction was an inconvenience. You paid a surcharge for a third-party booking site. You printed a ticket that could have been digital. The cost was time and mild irritation. What Gen Z is navigating is categorically different. The mismatch between preparation and expectation isn’t an inconvenience. It’s a career-defining gap that no individual decision can fully close.
The 44% sabotage figure is the one I keep returning to. It reads, on the surface, as resistance. I think it’s something more specific: people acting rationally inside a system they don’t trust to protect them. You don’t sabotage something you believe is being managed in your interest. You sabotage it when you’ve calculated, correctly or not, that you have more to lose from its success than from its failure.
In my February piece, I argued that technology should serve people, not the other way around. That argument still holds. But the Gen Z data puts a sharper edge on it. The question isn’t just whether we’re using technology thoughtfully. It’s whether the institutions responsible for managing transitions are doing their job. Right now, the answer coming back from the data is no. The anger isn’t misdirected. It’s just been assigned to the wrong target.
AI didn’t fail Gen Z. The institutions that were supposed to absorb the shock did.
This post is a follow-up to The Friction of Progress. Sources: Gallup AI sentiment polling, April 2026; Fortune / Harvard working paper on junior hiring; American Customer Satisfaction Index; OpenAI Industrial Policy paper, April 2026.