Don't Automate Chaos in the Classroom

Schools are discovering AI the way every industry does: first as a toy, then as a labor-saver. Auto-graded quizzes. AI-drafted parent emails. Chatbots answering enrollment questions at midnight. The hours saved are real.

Here's the warning I give every team, in every sector: don't automate chaos.

If your grading rubric is vague, AI grading doesn't fix it — it applies the vagueness at scale, consistently and confidently, to every student. If your parent communication is cold and bureaucratic, an AI drafting a hundred cold bureaucratic emails just multiplies the distance. Automation is an amplifier. It makes good processes faster and bad processes louder.

Before automating anything in a school, fix the process on paper first. Write the rubric clearly enough that two teachers grading the same essay land in the same range. Draft the parent email template a human would be proud to sign. Define what the chatbot is and isn't allowed to promise. Then — only then — let the machine run it.

I learned this doing systems and process-mapping work: the organizations that benefited most from automation were the ones that cleaned up first. The ones that automated the mess just got a faster mess.

AI will happily run your broken process a thousand times before lunch. Make sure it's a process worth repeating.

I explain frameworks; I don't give legal counsel.