Workers Hate the AI Their Bosses Love: Inside the Sentiment Collapse
Narrative Spine
For years, the dominant story about AI in the workplace was simple: it would make us more productive, eliminate boring tasks, and free humans for higher-value work. Executives sold this vision at every conference, in every earnings call.
A new Glassdoor analysis suggests a different story is unfolding on the ground.
The people actually using AI tools every day are increasingly unhappy about them. Positive sentiment among US workers has collapsed from 81% in 2019 to just 43% today. Negative sentiment now stands at 53% -- meaning AI is the rare workplace technology that a majority of workers rate negatively.
And their complaints go far beyond fear of losing their jobs.
Workers find only two paths to AI satisfaction
The Glassdoor analysis, covering reviews from January 2019 through May 2026, breaks down what makes workers happy or unhappy about AI. The positive reviews are remarkably narrow in their structure.
44% of positive AI comments come from workers whose companies directly benefit from the AI boom -- what Glassdoor calls "AI winners" (employees at AI companies or AI-adjacent businesses). Another 41% praise their employer for providing training, tools, and support for AI adoption. Only about 27% contain generic praise with no specific detail.
The negative reviews are far more varied. Fear of job loss is the single largest category at 20%, but it is far from dominant. 14% of workers say their company forces them to use AI against their wishes. 13% describe AI as a distraction from core business or as something that degrades the customer experience.
Ten percent call out AI-fueled workplace surveillance -- automated messages from management, tracking tools dressed up as productivity aids. Eight percent say their bosses set unrealistic expectations because "AI makes it faster."
About ten percent of negative reviews actually criticize their company for being too slow to adopt AI, revealing that some of the frustration is about uneven deployment rather than the technology itself.
Mentions of AI in US Glassdoor reviews jumped 240% from May 2025 to May 2026, as the technology went from a talking point to a daily reality across industries.
Young women are the biggest AI skeptics
The demographic splits in the data reveal who is most affected by the AI sentiment collapse -- and it is not evenly distributed.
Men rate AI positively 45% of the time. Women rate it positively only 32% of the time. Gen X is the most receptive generation at 47% positive. Millennials sit at 40%. Gen Z, the youngest cohort entering the workforce, is at just 33%.
The gender gap is most pronounced among younger workers. Only 21% of AI-related comments from Gen Z women are positive, versus 42% from Gen Z men. Glassdoor's analysts note that for Gen Z, this gap cannot be explained by differences in industry or occupation -- it cuts across all job types.
At the industry level, tech workers mention AI most frequently and are roughly balanced between positive and negative. Media and communications workers bring up AI often but lean more critical. Workers in arts and nonprofits hold the most negative views.
Company size also matters. At firms with fewer than 200 employees, 51% of AI comments are negative. At companies with more than 10,000 workers, that figure rises to 67% -- suggesting that the way large enterprises deploy AI creates more friction than smaller, more agile organizations.
The executive-worker chasm
Perhaps the most telling finding is the gap between how executives and workers talk about AI.
Executives are the most AI-positive group in the Glassdoor data by a wide margin. Software architects, who design AI systems, mention AI more often than any other role and rate it mostly positively. But software engineers writing and reviewing code are much more skeptical, with 57% negative sentiment.
Insurance claims workers rate their employers' AI efforts as almost entirely negative -- up to 98% of their comments are critical. They report that management forces buggy, unfinished tools on them. Writers, accountants, and customer service representatives lean negative by a four-to-one ratio.
This chasm is not unique to Glassdoor. Stanford's AI Index 2026 documents a massive perception gap between experts and the public: 73% of US AI experts rate AI's impact on the job market as positive, while only 23% of the general public agrees. A separate Anthropic study found overall skepticism among US workers, particularly around skill erosion and job displacement.
What this means
The Glassdoor data has caveats -- unhappy workers are more likely to leave reviews than satisfied ones, and the dataset does not represent every sector of the US workforce. But the trend over time is clear, and it aligns with a broader pattern across multiple studies.
Workers are not rejecting AI outright. A significant portion of negative comments come from people who want more and better AI tools, not fewer. But the way AI is being deployed -- top-down, without adequate training, paired with surveillance and unrealistic productivity targets -- is creating a workforce that is increasingly skeptical of the technology their leaders are betting on.
That gap between the people who decide to adopt AI and the people who have to live with it is the story that matters. And it is only getting wider.