How to defend yourself against AI cheating accusations

So you've been accused of using artificial intelligence to cheat at school — and you're innocent. 

You must now somehow prove, despite your instructor's suspicions and the alleged evidence, that you completed the assignment or exam on your own. Yet without convincing proof, such as the kind provided by a computer forensic analyst, it can be nearly impossible to acquit yourself. 

"It's a very difficult situation to be in to be an innocent student who's been accused of an academic integrity violation that you didn't commit," says Dr. Julie Schell, assistant vice provost of academic technology at the University of Texas at Austin. "I think students are in a real bind when that happens to them."

Mashable asked Schell and other experts how innocent students can navigate these charges. They provided the below tips and strategies: 

1. Be sure you didn't actually cheat. 

Schell says students should generally be diligent about doing the cognitive work assigned to them rather than outsourcing it to AI. That includes blatant examples like feeding a set of problems into a chatbot and presenting the answers as your own. 

Still, students don't always perceive their actions as cheating, says Dr. Sara Brownell, President's Professor in the School of Life Sciences at Arizona State University.

Brownell, a biology education researcher, surveyed her own large lecture class in spring 2025 and found, to her surprise, that all types of cheating had become rampant. Students, who could respond anonymously, not only used AI to complete their work, they also shared answers to homework questions, and used their phones as a remote clicker to make it appear they were in class answering questions when they were elsewhere. 

That's when Brownell realized cheating had become far too easy and that students needed abundantly clear instruction on what constituted an academic integrity violation, particularly regarding AI use. She now regularly talks to students about cheating and urges them to review each instructor's syllabus for their AI policy, in addition to closely reading their institution's academic integrity, student conduct, and AI use policies. 

If you have unintentionally violated one or more of these policies, you may have cheated. 

2 .Think carefully about how to respond to your instructor. 

Schell understands why an innocent student would feel angry, disappointed, and defensive. Yet she strongly urges students to respond to the instructor who accused them of AI cheating by appealing to the ideal of higher education.

She believes that many faculty members would hear out a student who speaks passionately about why learning and mastering the material is important to them. 

Students can also ask to demonstrate to the instructor that they understand the concepts being taught and tested, Schell says. 

Brownell agrees that a student's engagement style matters, even if that feels unfair. 

"If students come at it very defensive, it's likely going to be less of a functional discussion," she says. 

Instead, she recommends assuming the best and calmly making the case in your defense. (Brownell thinks instructors should also assume the best of the student.)

3. Ask for help with AI cheating accusations 

Andrew T. Miltenberg, the senior litigation partner at the law firm Nesenoff & Miltenberg, regularly represents university students accused of cheating with AI.

In his experience, students don't always grasp the enormity and consequences of the accusations. They may also be embarrassed to discuss the situation with friends, family, and supportive faculty. Nevertheless, Milternberg is adamant that students should ask for help. 

"The minute you get notice that there has been an allegation of academic integrity violation, don't assume you can deal with it yourself," Miltenberg says. "At best, it's going to be bad, and at worst, it's going to be a serious change in the trajectory of your career."

Cheating accusations may result in suspensions or transcript marks, which can raise red flags for future employers or graduate admissions officers, Miltenberg says. He has represented students afraid they won't be able to apply to law or medical school or get a job in finance. 

While a lawyer can't present your case before the committee that typically reviews academic integrity violations, Miltenberg says they can help develop arguments in a student's defense, prepare them for questioning, and evaluate whether the school has followed its own procedures.

Students, regardless of whether they have a lawyer, have other important options. 

Schell recommends contacting a student government representative about how academic integrity violations are handled, what rights students have in the process, and how to advocate for those rights to the school's administration. 

In some cases, the school may appoint a faculty advisor to help the accused student navigate the proceedings, but the advisor doesn't advocate on the student's behalf. 

4. Learn about how academic integrity cases are handled. 

Academic integrity violations are typically heard by a student and faculty committee that reviews the allegations and evidence. Miltenberg says these hearings often move on a faster timeline than students may expect. 

Before a hearing, the student may be summoned to meet with the instructor or the dean to discuss the accusations. 

Miltenberg has represented students who attended such meetings and felt pressured to admit to cheating in exchange for a lesser penalty. He recommends not accepting responsibility when you're innocent. 

If possible, a student should ask for information about the evidence supporting the accusation and what proof they can submit in their defense. 

Miltenberg says students don't always get clear answers to these questions. That information may be provided later in an academic integrity violation hearing. 

He also notes that students sometimes produce evidence of their original work, such as Google Docs editing history, that often doesn't persuade the instructor or committee. 

In some of his cases, Miltenberg has relied on forensic computer analysts who can identify a student's keystrokes and metadata to prove they didn't just copy and paste text into a Google Doc. Still, these experts are expensive and not always available promptly. 

Schell remains optimistic that innocent students can prevail against cheating accusations, but she's aware that students are feeling increasingly scared about being erroneously flagged as cheaters. Some, she says, are even purposely adding mistakes to their writing to avoid false accusations.  

"I just think when we're in an environment like that, and we're creating a culture where students feel like they have to do that," she says, "we're really losing sight of why we're here."