AIToday
Large Language ModelsAI Business & IndustryTechCrunch AIPublished: Oct 22, 2026, 01:00 JST

AI makes work harder to judge, say 1,700 managers in Nielsen survey

Send on LINE
AI makes work harder to judge, say 1,700 managers in Nielsen survey

3 Key Points

  1. What happened

    A Nielsen survey of 1,700 directors and senior managers in seven countries, commissioned by Monday.com, found more than half find it harder to evaluate work after AI adoption. Nearly half spend more time reviewing output, and 78% changed how they assess staff.

  2. Why it matters

    If managers cannot tell how much of a polished deliverable is the employee's own work, performance reviews and coaching rest on shakier ground, even as 94% of managers say they are excited to improve work using AI.

Not sure about something? Ask the AI

Questions and answers are published on this page.

Summaries like this, in your inbox every morning.

Context & Analysis

The survey, commissioned by work-management company Monday.com, points to a gap between individual enthusiasm and organizational readiness. Michal Miller Levi, head of market research and customer insights at Monday.com, compared managers' excitement to the early days of the internet in the 2000s and said the struggle comes from AI moving faster than organizational processes. As a result, managers are rethinking what they value: 78% have changed how they evaluate employees, placing more weight on prompt-writing, task delegation to AI, and experimentation.

The report also documents a quieter cost. Someone has to decide which tasks go to AI agents, check the output, and step in when something goes wrong, which the report describes as a new layer of "invisible labor." Meanwhile, the tool sprawl managers expected AI to shrink has grown instead: 57% say their organizations have more tools in circulation than before, and only 29% describe their AI infrastructure as fully optimized and centralized. Levi said businesses had expected to consolidate software but instead face more apps, integrations, and shadow AI usage.

FAQ
Why is evaluating employees' work harder after AI adoption?
Much of employees' output now arrives already polished in the manager's inbox, so it is hard to tell how much came from the employee and how much from AI, according to the survey.
Are managers unhappy about using AI?
No. 94% of the managers polled said they were excited to improve work using AI, and many are confident they know where to use it to get the most value.
How many managers use AI to help with performance reviews?
46% of managers use AI to help inform their decisions, and 39% of leaders are using AI to draft performance reviews, according to the survey.
Send on LINE

AI news that matters for your work, delivered every morning.

Pick your industry and the AI tools you use, and get news related to your work every day.

Free · 30 seconds with Google · unsubscribe anytimeWhat is AIToday? →

Ask AI

Ask AI anything about this article. The AI reads this article, earlier AIToday articles, and Wikipedia, and cites its sources. Q&As are published on this page for other readers too.

Questions and answers are published on this page.

Related Articles

Next articleChatGPT Ads expands to 26 additional countries, reaching 89 worldwide