SET · AI policy

AI use at SET

Last updated 19 May 2026 · written in plain English because this is actually important

The short version

  1. Students can use AI on their work. We just ask you to be honest about it.
  2. SET uses AI only as a student helper — transcribing voice, reading handwriting, light spell/grammar cleanup. We tell you when. Course content is written by qualified teachers, not by AI.
  3. We don't run AI-detection. The detectors are unreliable (~60-70% accurate with high false positives). They disproportionately flag non-native English writers, which would be catastrophic for SET specifically.
  4. For high-stakes Cert assessments, we use live oral defence — a short video call where you explain your work. That's how we know it's yours.

What students can use AI for

Anything. Drafting, brainstorming, grammar checking, translation, understanding a confusing concept, getting feedback on your writing, debugging code, you name it.

The only rule:declare what you used and how. Every submission has an AI-use field. Tick it if you used AI, briefly say what you used it for. SET doesn't penalise AI use — we just ask for honesty.

Why we ask: employers, especially in skilled migration pathways, increasingly expect workers to use AI responsibly with attribution. Building this habit at SET prepares you for that workplace reality.

What students should NOT do

  • Submit AI output as your own without declaring it.
  • Lie about how much AI you used.
  • Pay someone else to use AI to write your work and submit it as your own. (This is impersonation, not AI use, and we treat it accordingly.)

For high-stakes assessments (Certificate II and III final assignments, PEV English-readiness sign-offs), SET requires a short live oral defence. You explain your work to a teacher on video. This is the moment that matters most — make sure you actually understand what you submitted.

How SET uses AI on your behalf

  • Course content — written by qualified teachers and approved by a second teacher before you see it. AI does not draft lessons, quiz questions or narration.
  • Voice-to-text— runs free in your browser (Web Speech API). Your audio is processed by your browser's built-in voice recognition (Google on Chrome, Apple on Safari). SET never receives your audio.
  • OCR for handwritten work — runs in your browser (Tesseract.js). Your photo is processed locally on your device. The OCR text is what SET stores.
  • Spelling and grammar cleanup— done by an open-source grammar checker (LanguageTool) self-hosted on SET's servers. Text only, no personal identifiers sent to external services.
  • Light style polish on transcripts — Claude Haiku, sub-cent per submission. We show you both raw and cleaned versions; you can switch back.
  • Teacher tools — Claude assists teachers with translating feedback into gagana Samoa. Teachers write the feedback and always have final say.
  • Auto-detection — we run rule-based detection for at-risk students, knowledge gaps, plagiarism between students (5-word shingle matching, not AI), and writing-process signals (paste %, time on task). None of these accuse a student — they surface patterns for teacher review.

What SET will NOT do with AI

  • Run AI-detection that produces "this is AI-written" scores. The tech isn't reliable enough.
  • Replace human teachers entirely. AI assists teachers, doesn't replace them.
  • Train external AI models on your work or personal data.
  • Use AI to make consequential decisions about your account (passing/failing, suspending) without human review.

Bias and accuracy

AI makes mistakes. SET's OCR sometimes misreads handwriting. Voice transcription sometimes mangles Samoan-accented English. That's why every AI output passes through your own review — you see what the AI thought, you decide what stays.

We particularly worry about bias against non-native English speakers. If you ever feel an automated SET feature has treated you unfairly, email [email protected] and we'll review.

Updating this policy

AI capability changes fast. We'll update this policy as we change our practices, with 14 days' notice for material changes. Previous versions are kept on file.

Questions: [email protected]