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AI at Work: The "Verification Tax" Increases the Burden

AI Tools·Tom Levy·

AI at Work: The "Verification Tax" Increases the Burden

AI at Work: The "Verification Tax" Increases the Burden
Key Takeaways
142% of respondents report spending more time checking AI than they gain from it
254% of knowledge workers fear their role will become obsolete within five years
3The pressure to compare themselves to AI drives 25% to use it to manage their workload
4The study surveyed 2,500 knowledge workers across five countries
Why it matters : Generative AI, intended to lighten the workload, imposes new oversight tasks and raises concerns about the future of jobs, including among leaders.

According to a survey conducted by Adaptavist among 2,500 knowledge workers, the time spent monitoring generative AI outputs is impacting organization. More than one in two respondents fears that their role will become obsolete within five years, a concern particularly strong among leaders.

Employment Concerns Extend to Management, 29% "Very" Worried

More than half of the knowledge workers surveyed, or 54%, fear that artificial intelligence will render their role unnecessary in the next five years. This concern is not limited to junior profiles: Adaptavist indicates that it is most pronounced among leaders, with 29% expressing that they are "very" worried about the diminishing need related to their own positions. The British firm observes that those driving AI transformation are also among the most uncertain about its long-term consequences.

Reviewing and Correcting Adds a Layer of Work and Slows Down Projects

Adaptavist describes the emergence of an additional layer of work, consisting of reviewing and correcting, which adds to existing tasks. Nearly 49% of respondents believe that the poor quality of certain outputs slows down projects, and 55% feel that AI-generated content undermines their team's overall efficiency. Furthermore, 52% report having to regularly correct the work produced by their colleagues' AI. The firm refers to this phenomenon as a "verification tax," which, according to them, increases workload and deadline pressure instead of alleviating it. This reality is also evident in daily operations: 42% of respondents indicate they spend more time checking AI results than they save through its use. In this context, Adaptavist believes that for many employees, AI is changing the distribution of tasks rather than lightening it.

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Pressure to Compete with Machines and AI Usage to Keep Up

Half of the participants believe that their performance is now evaluated, directly or indirectly, in comparison to AI outputs. Adaptavist notes that this creates pressure to match the speed and volume of machines, even when quality, nuance, and judgment are essential. This pressure is reflected in practices: 25% of respondents use AI to manage their workload, and 23% to keep pace with their colleagues. Additionally, 46% feel that their tasks have become more repetitive and less meaningful since the arrival of AI.

What the Study Measures: Scope, Countries, and Adaptavist's Positioning

Generative AI is said to have effects on the organization of work. It is based on responses from 2,500 knowledge workers from the United States, Canada, Germany, the United Kingdom, and Spain. The document is published under the title "Understanding the human cost of AI transformation." Adaptavist, a British company specializing in helping businesses integrate tools such as GitLab and Monday.com, conducted this study.

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