Proctoring

In plain English

Someone watches you take the exam. In the remote version, software does the watching and flags anything it considers unusual.

It works on the conditions of writing rather than on the writing itself, which is the fundamental difference from detection.

A worked example

Two approaches to the same worry, and where each fails.

                     Proctoring          AI detection
                     ----------          ------------
Examines             the conditions      the finished text
Timing               during the work     after submission
Evidence produced    a recording         a probability
Typical failure      flags a person      flags a person
                     for looking away    for writing plainly

The bottom row is the point. Both produce false positives, but a proctoring flag points at an observable event that can be watched back and argued about.

A detection score points at a statistical property of your prose, which cannot be replayed.

That does not make proctoring benign. It has documented problems of its own, and the two systems tend to misfire on overlapping groups of people.

Why it matters for AI detection

Institutions that lost confidence in detection have moved towards supervised and in-person assessment instead, so this is the practical alternative being adopted rather than a separate topic.

Remote proctoring carries real costs: it requires a private room, a stable connection and a working camera, none of which every student has, and behaviour-flagging software has been criticised for misreading disability, neurodivergence and simple nervousness.

If you are flagged by a proctoring system, the evidence is a recording — which means you can ask to see it. That is a materially better position than being flagged by a detector whose reasoning nobody can inspect.

Commonly confused with

AI detector

Proctoring watches the process; a detector inspects the product. An institution can use both, and they answer different questions with different kinds of evidence.

Lockdown browser

A lockdown browser restricts what software can run during an exam. Proctoring observes the candidate. They are often deployed together and are frequently described as one system.

Read next

• Detection, for teachers
• Universities that switched Turnitin's detector off
• Due process