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11 hours ago

SPECIAL "The Efficiency Trap": why Artificial Intelligence promises us free time, but brings us more work and burnout

Călin Nicolescu
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14 November 2026, 09:01
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The promise of the digital revolution and Artificial Intelligence was simple: algorithms would take over repetitive tasks, while people would work less and have more time for creativity. In reality, more and more organizations and employees are discovering a perverse effect. The faster we become thanks to technology, the more tasks we receive, entering a vicious cycle that experts call the “efficiency trap.”

A few decades ago, the emergence of personal computers and the internet was supposed to reduce the working week. Today, tools based on Artificial Intelligence (AI) draft emails, write lines of code, and summarize complex reports in a few seconds. Nevertheless, employees’ schedules are more crowded than ever, while professional stress levels are reaching alarming heights.

The phenomenon that explains this paradox is known as the efficiency trap (the efficiency trap). It occurs when the speed gained through automation is not used to improve the quality of work or free up time, but is immediately invested in increasing production volume.

How do we recognize the efficiency trap?

Instead of fundamentally changing the way we work, technology often ends up accelerating an already overburdened system. Management and work psychology specialists identify four clear symptoms of this bottleneck:

1. Instant filling of the time saved. If an employee manages to finish a report in half an hour with the help of AI, instead of four hours, the remaining time does not become time for reflection or rest. Managers and clients quickly recalibrate their expectations, and the three and a half hours are filled with other urgent projects.

2. The illusion of progress through speed. Many companies use algorithms only to do the same old things, but at a faster pace. More articles, more presentations, and more lines of code are produced, without this surplus of quantity bringing real innovation or greater value to the customer.

3. Invisible verification work. The speed of content generation creates a new form of bureaucracy. Employees spend hours checking the accuracy of AI-written texts, correcting subtle errors and managing a huge flow of information and messages automatically generated by colleagues.

4. Exhaustion and skill atrophy. The pressure to keep up with the pace imposed by machines leads to burnout. In addition, the constant delegation of analytical tasks to algorithms risks eroding critical thinking and human creativity.

How do you break this vicious cycle?

Avoiding the efficiency trap does not mean giving up technology, but rather changing the rules by which we measure performance. Researchers and leaders in the creative and technology industries propose several concrete solutions:

• Rewarding impact, not volume. Organizations must move away from evaluating employees based on the number of hours spent at the office or the quantity of materials delivered. The focus must shift to the quality of results and the genuine resolution of problems.

• Protecting reflection time. Some of the hours saved through automation must be deliberately blocked in the calendar for strategic thinking, learning, or simply disconnecting. Without cognitive breaks, innovation becomes impossible.

• Rethinking processes, not merely accelerating them. Before implementing an AI tool, teams should ask themselves whether a particular task is still worth doing. Automating a useless process merely produces inefficiency at a higher speed.

• Establishing clear communication boundaries. Using technology to send messages or lengthy reports at any hour must be tempered by internal rules, such as meeting-free periods or limiting notifications outside working hours.

Technology remains an extraordinary tool, capable of amplifying our potential. However, if we do not consciously decide what to do with the time it gives us, we risk becoming merely faster operators on a conveyor belt that never stops.

Documentary produced with the support of ChatGPT

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