AI sentiment is turning sour as employee reviews reveal growing frustration across the workforce
Positive AI sentiment among U.S. workers dropped from 81% in 2019 to 43% by mid-2026, while negative sentiment rose to 53%, according to a Glassdoor analysis of employer reviews. A stark generational and gender divide exists: Gen Z women are the most skeptical group, with only 21% positive AI comments, compared to 42% for Gen Z men. Job role heavily influences sentiment — executives and software architects are the most AI-positive, while insurance claim adjusters, writers, and customer service r
Analysis
TL;DR
- Positive AI sentiment among U.S. workers dropped from 81% in 2019 to 43% by mid-2026, while negative sentiment rose to 53%, according to a Glassdoor analysis of employer reviews.
- A stark generational and gender divide exists: Gen Z women are the most skeptical group, with only 21% positive AI comments, compared to 42% for Gen Z men.
- Job role heavily influences sentiment — executives and software architects are the most AI-positive, while insurance claim adjusters, writers, and customer service representatives are nearly universally negative.
- Positive reviews cluster into two categories: "AI winners" (44%) whose companies benefit from the AI boom, and "AI users" (41%) who praise employer-provided tools and training; negative comments are more diverse, citing job loss fears (20%), forced adoption (14%), and degraded customer experience (13%).
- AI mentions in U.S. reviews surged 240% year-over-year, and the perception gap between experts (73% positive) and the public (23% positive) was highlighted in Stanford's AI Index 2026.
Why It Matters
This data reveals a growing credibility crisis for AI adoption in the workplace, with frontline workers — the very people expected to use these tools — increasingly viewing AI as a threat rather than an asset. For AI practitioners and organizational leaders, the findings underscore that deploying AI without adequate training, support, and transparency risks deepening employee distrust and reducing productivity gains.
Technical Details
- Data source: Glassdoor employer reviews from January 2019 through May 2026, analyzing mentions of "AI," "LLM(s)," "GPT(s)," "Artificial Intelligence," and "OpenAI."
- Sentiment shift: Positive AI comments fell from 81% to 43%; negative comments rose to 53%, with AI mention volume increasing from under 0.2% to over 2.3% of all reviews.
- Demographic breakdown: Men rate AI positively 45% of the time vs. 32% for women; Gen X is most receptive (47% positive), followed by Millennials (40%) and Gen Z (33%). The Gen Z gender gap (21% vs. 42%) persists even after controlling for industry and occupation.
- Role-based sentiment: Executives and software architects are the most positive; software engineers are 57% negative; insurance claims workers show up to 98% negative sentiment; writers and customer service reps lean negative at a 4-to-1 ratio.
- Corroborating studies: Anthropic's survey on worker skepticism around skill erosion and job losses, and Stanford's AI Index 2026 documenting a 50-point perception gap between experts (73% positive) and the public (23% positive).
Industry Insight
- Adoption strategy must prioritize change management: Forcing AI tools on workers without training and support is a primary driver of negative sentiment (14% of complaints). Organizations should invest in structured onboarding and position AI as an augmentation tool rather than a replacement.
- The generational and gender trust gap is a strategic risk: With Gen Z women at 21% positive sentiment, companies risk losing talent from this demographic if AI is perceived as hostile. Inclusive AI policies and transparent communication are essential to retain diverse talent.
- Large organizations face a trust deficit: Negative sentiment is higher at companies with 10,000+ employees (67%) compared to small firms (51%), suggesting that scale without personalized support amplifies worker anxiety. Mid-sized companies may have a competitive advantage in fostering AI-positive cultures.
Disclaimer: The above content is generated by AI and is for reference only.