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Speed vs. Depth: How Does Using AI for Work Affect Our Confidence?

Speed vs. Depth: How Does Using AI for Work Affect Our Confidence?

Posted on April 25, 2026October 10, 2026 By Muhammad Safdar No Comments on Speed vs. Depth: How Does Using AI for Work Affect Our Confidence?
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Everything you need to know about speed vs depth how does using.

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Be careful delegating your work to that chatbot: A new peer-reviewed study published this month by the American Psychological Association found that people who heavily rely on AI tools for work tasks reported feeling less confident in their abilities and had less ownership over their work.

There has been growing research on how our brains function when we use AI tools. A landmark study from MIT in 2025 found that our brains don’t retain as much information or employ necessary critical thinking skills when writing tasks are outsourced to AI chatbots. 

This new study aimed to understand how our human behavior, specifically executive functions — like strategic planning and decision making — can change when AI is part of the process. 

Sarah Baldeo, the study’s author and a Ph.D. candidate in AI and neuroscience at Middlesex University in England, noted in the paper that these findings do not show that AI is harming or causing cognitive decline. Rather, they “highlight variability in how users distribute effort between themselves and AI systems under conditions of convenience and competence.” Meaning, people who use AI are making conscious trade-offs, and their confidence fluctuates as a result.

The study encouraged nearly 2,000 adults to use AI for a variety of workplace tasks, like prioritizing projects based on deadlines, explaining a strategy and developing plans with incomplete information. It then asked them to self-report their levels of confidence, ownership and AI reliance, including whether they significantly altered the AI-generated outputs. 

Overall, confidence varied with AI use. A greater reliance on AI was associated with lower confidence in their ability to reason independently. Participants also reported relatively few modifications, meaning they often did not tweak or put their own stamp on what the AI spit out. But those who modified the AI’s work reported feeling more confident and more like the author. Men reported higher reliance on AI than women.

The trade-off between speed and depth was one of the main themes participants reported.

“I got an answer faster, but I don’t think I thought as deeply as I normally would,” one of the participants said.

This reflects one of the biggest caveats of using AI tools. Chatbots, for example, can produce text quickly, but it doesn’t always have the same level of subject matter expertise you need. AI tools can also hallucinate, or make up facts, so AI-generated output needs to be verified before it’s used. 

The office is one of the main places where people use AI tools. We’re moving beyond just chatbots, with agents that can autonomously handle tasks that would’ve otherwise required a human. 

But these tools aren’t necessarily making our work lives better; one study found they made workdays longer and more unpleasant. As AI becomes increasingly embedded in our work lives, it’s important to understand how it’s shaping our mental attitudes. Qualities like confidence and ownership of our work are important factors in determining the quality of our work life. 


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More on speed vs depth how does using

Stay tuned for updates on speed vs depth how does using as the story develops. Related: so much has changed in 6 months’ time.

Frequently Asked Questions

What did the new study find about AI use at work?

A peer-reviewed study by the American Psychological Association found that people who heavily rely on AI tools for work reported feeling less confident in their abilities and had less ownership over their work.

Did the study say AI causes cognitive decline?

No, author Sarah Baldeo notes the findings highlight variability in how users distribute effort between themselves and AI systems, not that AI is harming or causing cognitive decline.

Did editing AI output make a difference?

Yes, participants who modified the AI's work reported feeling more confident and more like the author, though most participants made few modifications.

What is the speed versus depth trade-off with AI?

As one participant put it, they got an answer faster but did not think as deeply. AI can also hallucinate facts, so outputs need to be verified before use.

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