Many businesses have already taken a first step in their use of artificial intelligence. They now use Microsoft Copilot to draft emails, summarize meetings, analyze data or speed up document creation.
These use cases often deliver quick wins. However, after a few months of use, many organizations are left with the same question: how can they get more value from their investments in artificial intelligence?
The answer is not necessarily found in better prompts or additional licenses. It lies more in the organization’s ability to identify which tasks can be completed with the help of AI and which ones can truly be delegated to it.
A first adoption phase focused on individual productivity
Most Microsoft Copilot deployments begin with individual use cases:
- writing meeting notes
- preparing presentations
- analyzing data in Excel
- summarizing documents
- translating or rewriting content
These scenarios usually provide a fast return on investment because they reduce the time spent on administrative or repetitive tasks.
In this approach, the employee remains responsible for carrying out the work. Artificial intelligence mainly acts as an assistant that accelerates certain steps.
This is often an excellent starting point, but it represents only part of what AI can bring to a business.
The next step: delegating outcomes instead of asking for help
Recent advances in artificial intelligence solutions now make it possible to go beyond occasional assistance.
With Copilot Cowork, the goal is no longer just to answer a question or complete a specific task. It becomes possible to assign a complete mandate to AI by defining an objective, information sources, context and an expected result.
For example, instead of asking for a document summary, a user could ask AI to prepare a complete file for a client meeting, produce an executive report or consolidate information from several teams.
The difference may seem subtle, but it truly changes the way businesses use artificial intelligence.
Why many AI projects plateau after a few months
In many organizations, the initial enthusiasm around AI is followed by a period of stagnation.
Three factors often come up.
1. Use cases remain limited
When AI is used only to accelerate individual tasks, the gains are real but quickly reach a ceiling.
More advanced organizations look instead at automating or delegating full processes made up of several steps.
2. Lack of governance
Artificial intelligence relies on the data available in Microsoft 365. Without a review of permissions, SharePoint sites or sharing practices, risks increase and users lose confidence in the tool.
3. Lack of training
Mastering AI does not depend only on technology. Users need to understand when to use Copilot, when to use Cowork and how to structure the work they want to delegate to artificial intelligence.
How to identify the right scenarios for Copilot Cowork
Before deploying new tools, it is often useful to analyze activities that take up a lot of time without necessarily requiring deep human expertise.
A few examples:
- preparing recurring reports
- consolidating information from several sources
- preparing files for management meetings
- conducting document research
- creating executive summaries
- preparing recurring content
The more a task includes repetitive steps and a predictable structure, the more it becomes a strong candidate for AI-assisted delegation.
AI adoption is first and foremost an organizational project
Artificial intelligence is not only a technology project.
The organizations that achieve the best results are usually those that invest as much in training, governance and user support as they do in the tools themselves.
The goal is not to replace human expertise, but to allow teams to spend more time on the activities that create the most value for the business.
Going further with Copilot and Copilot Cowork
Most organizations have already started using artificial intelligence to accelerate certain tasks. The real challenge now is to identify what can be delegated securely, profitably and sustainably.
Between the capabilities offered by Microsoft Copilot, Copilot Cowork and new generations of AI agents, it is not always easy to determine where to invest time, money and effort.
This is exactly where guidance can make a difference.
At Solulan, we help businesses identify the most relevant use cases, establish the right governance practices and train teams so they can turn AI into a true business tool.
Wondering which tasks could be delegated to AI in your organization? Let’s talk. A discussion with an expert is often enough to uncover several concrete opportunities for improvement.
