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When email entered the workplace ages ago, it was supposed to make work easier, and in many ways, it did. Communication became faster, information moved more efficiently, and documents no longer had to be faxed, mailed, or physically delivered between offices (yes, really). Yet, as communication became faster, expectations changed. Suddenly, people could reach you instantly…and they began to expect a quick response. In time, the boundaries between “available” and “offline” became blurrier. With AI becoming more deeply integrated in workplace culture, will there be a significant shift in productivity expectations?
Technology Rarely Just Saves Time
A common belief is that as workplace technology advances, things will be more efficient and there will be less work. In reality, that’s almost never what happens. Instead, increased efficiency often changes the baseline expectation for productivity.
Email is a perfect example. Before email existed, slower communication naturally limited the pace of work. Once instant communication became standard, organizations adjusted around that speed—meetings could be scheduled faster, projects could move more quickly, clients could expect near-immediate responses, and so on.
After some time, “faster” stopped feeling exceptional and started feeling…normal. The same thing happened with smartphones, cloud collaboration tools, and messaging platforms like Slack. Each innovation improved coordination, but also created new expectations around responsiveness and availability.
AI Is Already Speeding Up Work
In many industries, AI tools are already accelerating tasks that used to take hours. Professionals are using AI to perform research, draft documents, analyze data, and automate repetitive tasks. This is particularly visible in consulting, finance, marketing, accounting, and other knowledge-based industries.
For example, a task that once required several hours of first-draft research might now take thirty minutes with AI assistance. At first glance, this seems entirely positive, but over time, organizations may begin to recalibrate their expectations around those faster timelines. For instance, managers and clients may begin expecting quicker turnaround times as the new standard.
The “Efficiency Trap”
When technology makes workers more productive, companies don’t always respond by reducing workloads. In fact, they may actually increase their expectations on your output instead.
Now, this doesn’t mean all employers are malicious. More often than not, it’s the natural consequence of increased productivity and competitive pressure—if one firm can deliver work faster using AI, competitors may feel pressure to operate at similar speed. Then, that faster pace becomes normalized across the entire industry.
Human Skills Will Become More Valuable
Ironically, one result of widespread AI adoption is that certain “human” skills are becoming even more important. When technology handles more repetitive or structured tasks, differentiation shifts toward skills that are harder (or impossible) to automate, such as communication, adaptability, and critical thinking, just to name a few.
In other words, AI may actually increase the value of the very skills many professionals sometimes overlook. This is similar what happened after email became widespread— communication became faster, but clear communication became more important too. Writing concise, effective emails became a real professional skill because the volume of communication increased dramatically.
AI is creating a comparable dynamic, and as information becomes easier to generate, the ability to evaluate and interpret that information is becoming more valuable.
The Pressure to Be “Always Efficient”
As AI tools become even more commonplace, employees may feel pressure to constantly prove they’re using them efficiently, which can create its own kind of stress. Instead of simply completing work, professionals may feel expected to constantly demonstrate technical fluency, continuously improve productivity, or automate additional portions of their workflow.
Some people may find this sort of thing exciting, but for others it could be positively exhausting. Again, there’s historical precedent for this. Email eventually evolved from a convenience into something many workers felt obligated to monitor constantly. In time, AI may move in a similar direction.
The Silver Lining
Let’s look on the bright side here—technology does create new opportunities. For instance, email made communication faster, but it also enabled remote work (along with other technologies), global business expansion, and entirely new industries. Similarly, AI will likely create new roles, improve efficiency, and reduce certain types of tedious work.
Many professionals may ultimately benefit from spending less time on repetitive (and perhaps annoying) administrative tasks and more time on strategic or creative work. The challenge is that workplace expectations rarely stay static when productivity tools improve.
AI probably won’t change workplace expectations overnight, but history suggests that when technology dramatically increases efficiency, organizations eventually adapt around those new capabilities. Email changed the rhythm of work by making communication instantaneous, and AI may change that rhythm again by making certain types of thinking and execution dramatically faster. When it comes to AI in the workplace, fluency and the ability to adapt will be critical, whether you’re early in your career or a seasoned professional.
Rob Porter is an editor at Vault.
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