Ban It or Build With It? What My Classroom Is Teaching Me About AI, Leadership, and Critical Thinking

My LinkedIn feed lately looks like a running tally of institutions announcing new restrictions on AI in the classroom. Bans on chatbots during exams. Policies treating any AI-assisted work as a presumptive integrity violation. Faculty task forces convened to figure out how to keep the tools out.

I understand the impulse. If a student can generate a passable essay in thirty seconds, what exactly are we assessing? But I think the "keep it out" framing is solving the wrong problem, and it's worth being direct: banning AI doesn't protect critical thinking. It just moves the thinking somewhere we can't see it.

What I'm doing differently

In my Strategic Management course at Grand Canyon University, I've gone the other direction. We use AI openly, and we use it specifically to sharpen the skills a ban would supposedly protect.

The difference isn't the tool. It's the assignment design. If the task is "produce an answer," AI will happily produce one, and the student's thinking never has to show up. If the task is "produce an answer, then defend it against the best counterargument you can generate," the AI stops being a shortcut and becomes a sparring partner.

A few ways this plays out in practice:

• Students use AI to generate a position, then argue against it. Building the counter-case is harder than building the case, and it's where most of the real analytical work happens.

• Students ask AI to identify the weakest assumption in their own strategic recommendation. Then they have to decide whether the AI is right and defend that judgment.

• We treat AI output as a first draft of conventional wisdom, not a finished answer. The interesting work starts after the AI stops being useful — where the case doesn't fit the framework cleanly, where the industry context breaks the pattern.

None of this works if the goal is to catch students using AI. It only works if the goal is to make sure they can think with it and past it.

Why this matters beyond the classroom in leadership

This isn't just a pedagogical preference — it maps to what's waiting for these students afterward. I do leadership and organizational development work outside of teaching, and I am not seeing organizations ban AI from strategic or operational work. I'm seeing them try to figure out how to use it without losing judgment, context, and accountability in the process. Graduates who only know how to avoid AI, or only know how to lean on it uncritically, are equally unprepared for that environment. The skill that transfers is neither avoidance nor dependence — it's the discipline to interrogate a fast, confident answer instead of accepting it.

That discipline doesn't develop in the absence of AI. It develops by being forced to argue with it, catch its blind spots, and decide when it's simply wrong.

The honest tradeoffs

To be fair there is another side of this. It's a real concern and not a strawman. Bans are often a response to a genuine assessment problem: if you can't tell what a student actually did, you can't grade what they actually learned, and that's a legitimate crisis for take-home work in particular. An AI-forward classroom asks more of the instructor — you have to redesign assignments so the AI-assisted floor is high and the human-judgment ceiling is where the grade lives. That's more work than writing a policy banning the tool, and not every course or every instructor has the bandwidth to do that redesign well right now. I don't think that makes the ban the right long-term answer, but I understand why it's the fast one.

An open question, not a closing argument

In terms of research this is a very new field, and the evidence is mixed. I don't think "AI-forward" is a settled answer, and I'd rather hear where this breaks than assume it doesn't. If you're teaching, training, or leading a team right now: where has bringing AI into the room actually sharpened someone's thinking — and where has it let people get away with not thinking at all? What's been your experience with this?