American workers are increasingly skeptical about artificial intelligence in the workplace, even as adoption spreads. A new Gallup poll of over 23,000 employed adults conducted in February 2026 reveals a widening gap between enthusiasm from management and hesitation from the broader workforce. While roughly 30% of employees use AI tools daily or several times a week, about half of U.S. workers avoid AI entirely, citing preference for existing methods, ethical concerns, or worries about data privacy .

What's Driving Worker Resistance to AI at Work?

Even when companies make AI tools available, adoption remains uneven. Among workers who have access to AI but don't use it, the reasons vary significantly. About 46% say they simply prefer to keep doing their work the way they do now, while roughly 40% report ethical opposition to AI, concerns about data privacy, or skepticism that the technology can help their specific role. A smaller group, about 25%, tried AI and found it unhelpful, and roughly 20% feel unprepared to use it effectively .

The hesitation reflects real concerns about reliability. Labor and employment attorney Elizabeth Bloch of Baton Rouge, Louisiana, explained her experience with AI tools for legal work. "I've tried using AI for legal research but find it is prone to hallucinations, or making up false information, even when using AI tools custom-built for legal work," Bloch stated. She worries that lawyers unfamiliar with AI's limitations could face sanctions from judges for citing false case law .

Baton Rouge, Louisiana

How Are Different Job Categories Experiencing AI Differently?

The benefits of AI vary dramatically depending on the type of work. Workers in managerial, healthcare, and technology roles report stronger productivity gains from AI compared to those in service jobs. About 60% of employees in management, healthcare, and tech roles using AI say it has boosted their productivity at least somewhat, compared with just 45% of those using it in service positions .

The divide extends to leadership versus individual contributors. Workers in management roles are significantly more likely to report positive impacts from AI. About 70% of leaders using AI at least a few times a year say the technology has made them more efficient, compared with just over 50% of individual contributors .

Steps to Navigate AI Adoption in Your Workplace

• Assess Your Role's AI Fit: Consider whether AI genuinely improves your specific work tasks or if you're adopting it out of pressure. Workers in roles with predictable, structured outputs, like data entry or routine drafting, see clearer benefits than those in roles requiring deep judgment or human connection.
• Develop Critical Evaluation Skills: If you do use AI, learn to verify its outputs carefully. This is especially important in fields like law, healthcare, or finance where errors carry real consequences. Don't assume AI-generated content is accurate without fact-checking.
• Plan for Workforce Transitions: If you work in a field where AI adoption is accelerating, consider developing complementary skills that machines cannot easily replicate, such as client relationship management, complex problem-solving, or specialized domain expertise.

Are Workers Right to Fear Job Displacement?

Worker anxiety about job loss is rising. About 18% of U.S. workers now say it is very or somewhat likely their current job will be eliminated within five years due to new technology, automation, robots, or AI. This represents an increase from 15% in 2025. The concern is even higher among workers at companies that have already adopted AI tools, with 23% expressing worry about job elimination .

Scott Segal, a social worker in northern Virginia, illustrates this tension. He regularly uses AI to help connect elderly and vulnerable patients to healthcare resources, recognizing both the tool's value and the existential threat it poses. "I'm planning ahead," Segal said. "I think everyone who works in a replaceable field or trade should be planning ahead." His contingency plan involves starting a healthcare chaperone service that provides physical assistance to patients, work he believes won't be automated for another 10 to 15 years .

Broader polling data suggests worker concerns may be justified. A Fox News poll conducted in March 2026 found that about 60% of registered voters believe AI will eliminate more jobs than it creates over the next five years. Only about 10% expect AI to create more positions overall .

What Does the Data Tell Us About AI's Real Impact?

The Gallup findings paint a picture of AI as a tool that works best for certain roles and workers, rather than a universal productivity booster. About 40% of workers say their organization has adopted AI tools or technology to improve organizational practices. Among those workers, roughly two-thirds report that AI has had an extremely or somewhat positive impact on their individual productivity and efficiency .

However, the fact that half of all U.S. workers use AI only once a year or not at all suggests that many organizations are struggling to drive meaningful adoption. The gap between availability and actual use points to a deeper challenge: workers need to see clear, personal benefits from AI adoption, not just hear about its theoretical potential. Until that happens, skepticism and resistance will likely remain widespread, even as managers and executives continue to invest heavily in AI infrastructure.