Reference Season: Writing Student References With AI Without Sounding Like a Robot

Term 3 is when the reference requests arrive. Scholarship applications, halls of residence, part-time jobs, prize-giving nominations — often for students you taught two years ago and remember in fragments.

The trap is obvious: paste a name into ChatGPT, get back four paragraphs of "consistently demonstrates exemplary commitment," and send it. Every selection panel has read a thousand of those. They screen them out.

The workflow below does the opposite. You supply the specifics — AI does the structuring. That's the only division of labour that works here.

Step 1: Dump what you actually remember

Before you open an AI tool, write three to five rough sentences. Not polished. Just true things.

"Mia. Year 12 maths, 2025. Sat near the front. Asked good questions — the kind that showed she'd noticed something didn't add up. Failed the first internal, came to every tutorial after that, got Merit in the external. Ran the Year 9 maths tutoring group on Thursdays."

That took ninety seconds and it's the entire value of the reference. The specifics are the thing no AI can invent for you.

Step 2: Let AI build the structure

You're helping a New Zealand secondary teacher write a student reference. Below are my rough notes. Turn them into a reference of about 250 words for [purpose — e.g. a university scholarship application]. Rules: use only what's in my notes, invent nothing. Lead with a specific incident or example rather than a general claim. Plain New Zealand English, no American spelling, no phrases like "exemplary" or "consistently demonstrates". Warm and credible, not gushing. My notes: [paste]

The "invent nothing" instruction matters more than any other line in that prompt. Without it, AI will cheerfully add achievements the student never had — and you're the one signing it.

Step 3: Interrogate the draft

Read it once and ask:

Which sentences in this draft could apply to any student? List them, and tell me what extra detail you'd need from me to make each one specific.

This is the highest-value step. You'll usually get two or three sentences flagged — and the follow-up questions will jog a memory you'd forgotten you had. Add it, regenerate that paragraph only.

Step 4: Adjust for the audience

Same student, different purpose, different emphasis:

Rewrite this for a part-time retail job application instead. Same facts, but foreground reliability, communication and how she handles being corrected. Under 150 words.

One set of notes now covers scholarship, employment and prize-giving nominations.

Award nominations: a different prompt

Nominations are argument, not description. You're making a case against criteria.

I'm nominating a student for [award]. The criteria are: [paste criteria]. Here's what I know about the student: [paste notes]. Map my evidence against each criterion and tell me which criteria I have weak or no evidence for, so I know what to go and find out before I submit.

That last clause turns a writing task into a checklist. It's the difference between a nomination that reads well and one that wins.

The line you don't cross

Never put a student's pastoral information, health details or family circumstances into an AI tool — even when it feels relevant to the reference. Check your school's policy before pasting anything with a full name attached; initials and a year level are usually enough for the AI to work with.

And read the final draft as if you were the student. If it doesn't sound like something you'd say about them out loud, it isn't finished.

Pick one reference request sitting in your inbox and try it. Ninety seconds of honest notes, three minutes of prompting — and a reference that actually helps the kid.

TeachSmarterAI helps New Zealand teachers use AI tools effectively. New posts every week.