As AI quickly reshapes daily work, a growing share of employees are letting machine-generated output pass through with little to no human review. According to the AI Oversight Gap Report from AI resume builder Resume Now, which surveyed over 1,000 employed U.S. adults, more than 1 in 3 (35%) workers say they rarely or only occasionally review AI-generated output before using it, and 15% say they’ve used AI tools privately without telling their manager.
Key Insights:
- Too much trust in AI-generated content: 35% of workers say they rarely or only occasionally review AI-generated output before using it.
- High AI adoption rates at work: 52% of workers say AI plays some role in their typical workweek, including 19% who say it accounts for more than a quarter of their time.
- Some AI use happens in secret: 40% of workers say they have used AI tools for work, and 15% report doing so privately without telling their manager.
“AI is becoming part of everyday work faster than many organizations have established clear expectations around review and oversight,” said Keith Spencer, career expert at Resume Now. “When guidance isn’t explicit, employees are left to make individual judgment calls about how much to check AI-generated work, increasing the risk that low-quality content moves forward unchecked.”
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Oversight Practices Vary Widely, Creating Conditions for Workslop
As AI becomes more integrated into daily work, oversight practices remain fragmented. Some workers report consistently reviewing AI-generated output, while others rely on it with minimal checking, creating conditions that increase the risk of workslop or errors.
- 35% say they rarely or only occasionally review AI output
- 18% say they usually trust AI output as is
- 17% say they only review AI output when something seems off
Among workers who review AI-generated work more consistently:
- 25% say they review it most of the time
- 40% say they review it every time
AI Is Becoming Operational, Not Occasional
AI is no longer limited to one-off tasks or experimentation. For many workers, it now plays a recurring role in day-to-day workflows.
- 52% say AI plays some role in their workweek
- 19% say it accounts for more than a quarter of their time
- 33% say it accounts for up to a quarter of their workweek
AI Use Is Often Informal
Workers report a mixed approach when it comes to disclosing the use of AI tools at work. While some employees use AI openly with their teams, others say they conceal AI use from their managers.
- 25% say they have used AI tools openly with their team
- 15% say they have used AI tools privately without telling their manager
- 17% say they have not yet used AI tools for work, but plan to
- 42% say they have not used AI tools for work
To view the full AI Oversight Gap Report, click here.
Methodology
The findings in this report are based on a survey of 1,012 employed U.S. adults, conducted by Resume Now using Pollfish in December 2025. Respondents answered questions about AI usage, communication, and trust in AI-generated work. Question formats included multiple-choice and scaled-response questions.
Demographic Breakdown
Survey respondents represented a broad cross-section of the U.S. workforce. Participants were 52% female and 48% male. Generational representation included 15% Gen Z (born 1997 or later), 27% Millennials (born 1981–1996), 27% Gen X (born 1965–1980), and 30% Baby Boomers (born 1946–1964).
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