AI tools create new headaches for managers

Companies deploy AI to boost productivity, but managers struggle to evaluate work, manage tools, and oversee autonomous agents.

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Oct 21, 2026

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AI tools create new headaches for managers

Companies deploy AI to boost productivity, but managers struggle to evaluate work, manage tools, and oversee autonomous agents.

In brief

Companies deploy AI to boost productivity, but managers struggle to evaluate work, manage tools, and oversee autonomous agents. A Nielsen survey of seventeen hundred managers across seven countries finds AI adoption is creating governance problems faster than companies can solve them. Originally reported by TechCrunch.

Managers struggle to evaluate AI-assisted work

picture of a Silverback Gorilla at St Louis Zoo holding a hand to its head

More than half of senior leaders say they find it harder to evaluate employees' work after adopting AI, according to a Nielsen survey of one thousand seven hundred directors and senior managers across seven countries…

Polished output hides the employee's contribution

Much of employees' output now arrives polished in the manager's inbox, making it hard to tell how much came from the employee and how much from AI.

Managers spend more time reviewing work

Nearly half of managers say they spend more time reviewing and guiding their teams' output than they used to.

Managers are excited about AI despite challenges

Managers are excited about AI despite challenges

Ninety-four percent 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.

AI is moving faster than companies can adapt

Michal Miller Levi, head of market research and customer insights at monday.com, said AI is developing faster than companies can adapt. AI works well individually but managers have a different role driving the organization.

“AI is just moving faster than the organizational processes”

Managers change how they evaluate employees

Seventy-eight percent of respondents said they have changed how they evaluate employees after adopting AI, placing greater weight on how well staff can create prompts and decide which tasks to delegate to AI.

Managers use AI to make performance decisions

Forty-six percent of managers use AI to help inform their decisions, and thirty-nine percent of leaders are using AI to draft performance reviews, risking bias from AI models trained on human patterns.

Software stacks grow more complex

Fifty-seven percent of managers say their organizations now have more tools in circulation than before, and fifty-one percent said their tools had grown more interdependent since adopting AI.

Managers expect more AI agents than employees

Fifty-eight percent of managers expect to oversee more AI agents than human employees within the next year, and forty-six percent worry about losing control over those agents' actions.

AI adoption becomes a governance problem

The report's findings show that AI adoption is increasingly becoming as much a governance problem as it is an opportunity to raise productivity. Without proper processes and infrastructure, managers are scrambling to keep things running.

What it means

A Nielsen survey of seventeen hundred managers across seven countries finds AI adoption is creating governance problems faster than companies can solve them.

Read the original on TechCrunch

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