AI detectors estimate how likely it is that the text is AI generated by comparing it the typical patterns of AI-generated text .
A 100% AI score does not mean 100% certainty. It means the tool is fully confident based on its model, which may still be flawed.
These tools are not transparent about how their scores are calculated, and they are not peer-reviewed or externally validated in most cases.
ESL student using free AI to translate his own work
Low digital literacy; uses a free tool to polish her grammar
Tech-savvy with paid AI access; uses AI to do entire assignments and then rewrites output to bypass detection
AI detectors are more likely to give false positives to writing by:
ESL students
Students with low digital literacy
Students who use simple vocabulary or repetitive sentence structures
These students may be unfairly penalized while more privileged students remain undetected.
TOEFL = Test of English as a Foreign Language
Dark bars: % of non-native English speaker essays misclassified as AI
Light bars: % of native English speakers essays misclassified as AI
As AI detectors become more common, students are getting smarter about avoid detection, and it doesn’t take much to trick a detector:
Paraphrasing tools
Manual rewrites
Sentence restructuring
Using multiple AI tools in sequence
Because of this, an AI detector score cannot be your primary line of defense when initiating an academic misconduct claim.
Copyleaks.com AI-Detector Results for
Original AI-Generated Text
Copyleaks.com AI-Detector Results for
AI-Generated Text Run Through a Paraphraser
Some instructors have started embedding hidden “gotcha” instructions in assignments, such as white text that tells students to include a specific phrase or detail as a test for AI use. While well-intentioned, these tactics can cause serious harm:
Confuses students who are using screen readers, screen readers will detect and read out all text, including hidden white text
Erodes student-teacher trust
Next: Protecting Privacy