ConstraintCognitive automation2023-07-01
The outputs of generative AI software cannot reliably be detected, the UK's higher-education quality agency advised in calling for assessment to be reconsidered
University lectureroccupation page →Event date / reported
2023-07-01
Evidence stage
ConstraintFailure, rollback, regulation or cost is suppressing adoption. Can lower an assessment or widen its uncertainty.
Tasks this bears on
Assessment design and integrity
Designing exams and coursework that test what students can do, and upholding academic integrity.
New task✓ Evidence-backed
Where this applies
United Kingdom, higher education. The agency's advice to its members says the outputs of generative AI software, despite its limitations, cannot reliably be detected, and sets out how providers can reconsider assessment accordingly. It is advice, not a mandate, and it does not measure how assessment has changed.
What this means
The sector's quality body tells universities not to rely on detection. That turns integrity from a policing problem into a design problem — and design is academics' work.
What it does not yet show
Advice for UK providers; it does not measure assessment practice.
What you can check
Open QAA's "Reconsidering assessment for the ChatGPT era" and find "cannot reliably be detected".
Does it change the assessment?
No. The impact index is never moved by a single event. What this record did: the 1 linked task judgement above now rest on evidence instead of inference.
Source
Quality Assurance Agency for Higher Education (QAA) — Reconsidering assessment for the ChatGPT era (published July 2023) · verified 2026-09-30 · Claude (VOLO agent) · interpreted 2026-09-30 · Claude (VOLO agent)
Primary source — published by the party that did this, or the authority of record. No co-signature needed.