AI takes over the most boring tasks in everyday office life

Artificial intelligence is ideally used for tasks that most people secretly dread: repetitive administrative tasks, routine activities and administrative work that slows down the working day. At one global technology company, a small legal team of just three people recently decided to tackle one of these problems head on.

Paperwork makes everyday office life tedious...

The Palo Alto Networks team, led by Hayden Creque, Director and Senior Corporate Counsel, was spending more and more time handling simple but constant requests from across the organization. The procurement department needed termination letters. The HR department needed contract amendments. The sales teams needed small changes to existing agreements. None of these tasks were complex, but each one required careful attention, and together they took up hours that could have been spent on riskier or more strategic work. «It got to a point where we were acting more like a document factory than a legal team,» says Creque.

AI tools for specific tasks

Instead of purchasing a large new platform or hiring additional staff, the team experimented with a series of narrowly focused AI tools that were integrated into their existing systems. Each tool was designed to perform a single task. A termination letter generator. A contract change wizard. A change order tool.

Employees using the tools are guided through a short series of questions, such as the names of the parties, relevant dates and the reason for the change. The system then creates an initial draft based entirely on approved templates and internal guidelines. It does not invent new wording and rejects requests that are outside its defined scope.

The effect was immediate. What had previously taken three to five working days could now be completed in a single day. The team estimates that this saves them between 20 and 40 working hours every month, which equates to around five to fifteen percent of their total capacity. This time is now used for negotiations, risk assessments and strategic projects that require human judgment and experience.

Effects on cooperation

Equally important was the change in the way the company interacted with the legal department. Previously, every small request had to go through the same narrow channel, leading to bottlenecks and frustration. Now, teams in procurement, HR and sales can create their own first drafts, confident that the outcome meets company standards. The legal department continues to review documents where necessary, but the dynamic has shifted from one of control to one of collaboration.

The internal feedback was extremely positive. Employees report that they feel more independent and are less held up by administrative steps. Consistency has also improved as everyone is working with the same updated templates instead of relying on old files that were stored on individual computers.

Security and accuracy were key concerns early on. The team addressed these by using a private environment with no data storage and basing each response on existing templates and playbooks. Human review remains part of the process, and the tools are updated whenever internal policies change.

Acceptance with a delay

It took some time before users were convinced. Many employees initially preferred to send an email rather than trust a system. Training and brief instructions helped, but acceptance only really increased when employees realized how much faster routine tasks could be completed.

This small experiment shows a broader change that is already underway in many companies. AI is not primarily being used to replace job functions, but to eliminate disruptive factors at work. The many repetitive tasks that quietly interfere with the working day are being automated bit by bit.

Using AI for unpopular tasks in everyday office life

The team's approach also offers a lesson in scalability. Instead of trying to build a single, all-powerful system, they focused on a narrow problem and expanded only after its usefulness had been proven. The tools are simple, but their impact is tangible.

For Creque and his colleagues, the aim was never to develop an artificial lawyer. It was about giving time back to people. «The technology takes over the boring tasks,» he says. «So we can concentrate on the work we are actually needed for.»

In offices, this could prove to be the most important contribution of AI: not replacing employees, but quietly taking over the tasks that nobody liked doing anyway.

Source: Association of Corporate Counsel (ACC)