Job 1
Doing the work
What does the work become when AI is part of how it is done?
The work shifts from repetitive production toward structured listening, synthesis, preparation, and better use of human attention. But the time saved only matters if the organization resists turning it into more noise.
Common ground
- Routine drafting, note-taking, summarizing, and information retrieval are early candidates for delegation.
- Meetings improve when people can focus on discussion instead of writing minutes.
- AI can widen the field of view by bringing forward patterns, context, and options faster than manual work alone.
Group Johan brings
- Efficiency gains could trigger task inflation, where faster output simply means more requests and more overload.
- Routine work is not always waste. For some people it also provides rhythm, recovery, and a lower-cognitive entry point in the day.
- There is a risk of drowning in generated analyses and losing prioritization discipline.
Group Clemens brings
- Preparation quality can improve sharply when shared material is already available and AI helps create common ground before the meeting starts.
- An AI assistant can act as a live meeting coach, summarizing progress, spotting circular discussion, and checking whether decisions have actually been made.
- Prompting and data access become a visible part of the work itself, not a side technique.
Golden nuggets
Routine has a human function
Group JohanNot all low-level work should be dismissed as friction. Some of it gives people room to recover, reset, and think at a sustainable pace.
The meeting coach use case is immediate
Group ClemensA live AI facilitator that summarizes, checks alignment, and surfaces decisions every few minutes is one of the clearest near-term value cases.
Leadership move
Redesign the work, not just the speed. Set explicit rules for what AI-freed capacity should be used for and what should not simply become extra load.




