AI Literacy ≠ AI Fluency

AI literacy and AI fluency are not the same thing.

AI literacy is about ORIENTATION.

It is understanding what AI can do, where it tends to struggle, and where human judgment matters most.

I have worked with AI long enough that I have developed an instinct for its potential shortcomings as I use it. I know when to be cautious, when to question an output, and when something feels off, even if it sounds polished.

I worry about the new AI user who has not yet developed those instincts and jumps in expecting AI to behave like traditional software, only to find the results disappointing or, worse, misleading.

If I could bottle that early understanding and hand it to someone just starting out, it would make an enormous difference.

AI fluency, by contrast, is about EXECUTION.

It is using AI confidently in real administrative work, across real tasks, as an extension of your own thinking.

Fluency is often associated with learning specific tools or features, which can be immediately rewarding. But AI is not like the systems schools are used to. Traditional software follows fixed rules and produces consistent results. AI behaves more like a highly capable assistant, one that can help with drafting, analysis, and exploration, but that also makes mistakes and requires oversight.

This distinction matters because AI learning in schools should not be one-size-fits-all.

School administrators operate in non-profit, mission-driven environments. Much of the work is relational, contextual, and values-based. The goal is good judgment, clear communication, and responsible use.

That is why, in my thinking on an AI literacy and fluency framework for school administrators, I intentionally separate literacy and fluency within each competency area.

Broad literacy allows school leaders to understand where AI is helpful, where it introduces risk, and where it simply does not belong. Only after that orientation is in place does it make sense to decide where deeper fluency will actually support the work of a particular school administrator.

The goal is not to learn everything.
It is to learn what matters, at the right depth, for the work you do.