No one is worried about AI training dogs.
What’s happening instead is quieter: professionals are losing patience with repetitive admin work. Scheduling back-and-forth, follow-up emails, copying notes, manual reminders – tasks that feel increasingly unnecessary.
AI isn’t the threat. Awareness is. Once someone sees how little of this work needs to be manual, tolerance drops fast.
Signal, not solution
The bar for “acceptable admin friction” is rising, whether systems keep up or not.


