Gen Z turning its back on AI isn’t irrational — it’s a verdict on everyone who failed them

America has a problem with young people and AI. Gen Z has looked clearly at what the AI revolution is doing to their lives and rendered a verdict: the institutions that were supposed to prepare them for this moment have failed, the employers that were supposed to hire them have vanished, and the government that was supposed to manage the transition has been absent without leave.

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That verdict is arriving in numbers that are hard to dismiss: The more young people engage with the technology, the worse they feel about it.

Gen Z’s excitement about artificial intelligence dropped 14 points over the past year to just 22%, according to Gallup polling released this week. Hopefulness fell nine points to 18%. Anger rose nine points to 31%. And here’s the data point that deserves the most attention: even daily AI users saw bigger drops in sentiment than non-users — excitement among that group fell by 18 points, and hopefulness tumbled by 11. Separate polling aligns with this: Gen Z rates AI satisfaction at just 69 on the American Customer Satisfaction Index — below airlines, social media, and mortgage lenders.

The paradox is telling: 62% of Gen Z and millennials believe that AI will unlock financial opportunities they don’t currently possess. Something is going wrong here, on the cusp of a supposed Fifth Industrial Revolution, and, as with so many things in the wider AI discourse, this seems to be a sort of Rorschach test, reflecting back on humanity’s own foibles. They believe in the technology’s potential. They don’t trust the system surrounding it to let them benefit from it.

Schools chose the wrong side

The first institution to stand in the dock is higher education. At the exact moment AI literacy became a foundational workplace skill, most colleges went in the opposite direction. More than half of college students say their school either discourages (42%) or outright bans (11%) the use of AI, according to Gallup. Faculty are aware of the damage: 63% believe their schools’ 2025 graduates were not very or not at all prepared to use AI in the workplace, per the American Association of Colleges and Universities. But what is the first thing employers are asking for from any qualified candidate? AI literacy.

This editor has personally visited the KPMG Lakehouse, where new consulting interns are training up in how to prompt, and talked to thought leaders in human resources and economics who fear the mismatch between what employers want and what workers have to offer. AI skills are the missing link in the stagnant labor market, and Gen Z knows it—and they know they’ve been underprepared for the revolutionary moment.

A Fortune investigation last fall found the same fault line from a different angle: nine in 10 educators told researchers their graduates were workforce-ready, while nearly half of those graduates said they didn’t feel prepared even to apply for an entry-level job in their field. Rather than adapt, some students are engineering their own workarounds: double-majoring has surged as a hedge against AI disruption, Fortune reported in November, and graduates who steered toward so-called “AI-proof” fields — psychology, education, social work — are now finding those degrees carry negative financial returns as AI moves into white-collar work faster than anticipated.

This lands inside a broader legitimacy collapse that elite universities have spent years engineering for themselves. A Yale faculty committee released a sweeping, self-critical report this week documenting the ruin — runaway tuition, an opaque admissions process that systematically advantages the wealthy, and campuses increasingly hostile to free inquiry. A decade ago, 57% of Americans said they had a great deal or quite a lot of confidence in higher education; by 2024, that figure had cratered to a historic low of 36%. The institutions most responsible for equipping the next generation to navigate a turbulent economy have spent years losing the public’s trust — and then they turned their backs on AI, the one thing Gen Z most needed to master to get a good job, maybe any job, in this market.

The jobs disappeared quietly

Whatever deficiencies young people bring out of school, they have expected the job market to eventually sort things out. It isn’t. The unemployment rate for recent college graduates hit 5.7% in the fourth quarter of 2025, above the national rate — a reversal that almost never happens. Underemployment for recent grads sits at 42.5%, the highest since 2020.

The mechanism matters here. This isn’t primarily a story of mass AI-driven layoffs, as layoffs remain relatively low across the economy, with big exceptions in the tech industry. The story is more one of quiet erasure. At companies that have adopted AI, junior hiring fell nearly 8% within six quarters — not through firings, but through a freeze on new positions, according to a Harvard working paper tracking 62 million workers.

Gen Zers are paying a compoundin