AI helpers save time on tasks but create new work for managers

AI helpers may save time on single tasks, but they also create new work. That is the finding from Anthropic, the AI company, which looked at data on how its own employees use AI agents. An agent is an AI tool that can carry out tasks for you, not just answer questions. Inc. reported that the data points to seven new costs.

What the findings show

The material available does not list all seven. It names three themes. Agents multiply output, so there is more work product for someone to check. They add management work, because people must direct and oversee the agents. And they carry attention costs, meaning they demand mental focus.

The result is that workers may feel busier even as individual tasks get faster. Time saved on one step can be spent on reviewing, directing and keeping track of what the agents produce.

Who it affects

Anyone planning to bring AI agents into a business. Managers are the most exposed, since the findings point to more oversight. Employees who use agents daily may notice the attention cost first.

What is not known yet

The full article was not available, so the other four costs are unclear. The size of each cost, how many Anthropic employees were studied, and how the results might apply to smaller companies are also not stated in the material. Inc. says the findings show what leaders must redesign, but the specific changes are not described here.

What to do

• Plan review time before rolling out AI helpers, not after.
• Decide who checks the agents' work and who oversees them.
• Ask staff whether they feel busier, not only whether tasks are faster.