Responsible AI guide
What AI-assisted marking can and cannot verify
AI can organise a first-pass comparison at scale, but visual recognition and mathematical judgement can both fail. Reviewability is more important than confident wording.
Useful tasks
- Transcribe clear working for review
- Compare visible steps with a supplied marking route
- Check totals and question coverage
- Group feedback by question
Hard cases
- Faint handwriting and crossed-out work
- Diagrams where labels or construction evidence matter
- Unusual but valid alternative methods
- Responses spread across unlabelled pages
- Questions requiring professional standardisation judgement
The correct response to uncertainty
Show the page, transcription, rationale and warning together. Do not convert uncertainty into a precise-sounding grade or accuracy claim.
Content reviewed: .