A common pattern among educators who've adopted AI: deep skepticism at first, followed by a specific moment that changed their mind — not a marketing pitch, but a practical win.
The initial fear is usually about erosion
The instinct is that AI will erode the exact skills — writing, reasoning, research — that the classroom exists to build. That fear isn't unfounded; it's a real risk if AI is used carelessly.
The shift usually comes from using it themselves
Educators who try AI for their own work — planning, grading, admin — before deciding how students should use it tend to develop a much more nuanced, workable stance than those who form an opinion from headlines alone.
The turning point is usually a time-save, not a teaching win
It's rarely "AI taught my students better." It's more often "AI gave me back three hours a week, which I spent actually teaching instead of grading."
Skepticism doesn't have to become blind advocacy
The most useful educators in this transition aren't the ones who became AI evangelists — they're the ones who stayed critical while still being willing to use what genuinely works.