The record

Where automated decisions went wrong

Incidents gathered from public reporting around the world. Each one links to the articles it came from. None of it is a finding that anyone broke the law.

Reports people file about their own experience are not shown here and never will be without their agreement. Tell us what happened to you.

Clear

44 incidents closest to “Turnitin Clarity” · matched on meaning · public reporting

AI detector scores banned as evidence at Yale and Johns Hopkins, vendor conflict exposed - Pasquale Pillitteri

The system flagged student assignments as AI-generated, potentially leading to academic misconduct accusations.

Company involved
Yale University and Johns Hopkins University
AI system involved
Turnitin AI detector

1 source article · read the reporting →

WF-Y5CA8L1 Dec 2022

Furman University student caught using ChatGPT to write essay

A student at Furman University allegedly used OpenAI's ChatGPT to generate an essay for an upper-level philosophy class. Professor Darren Hick detected the AI-generated text using the GPTZero detection tool. The incident highlights growing concerns about AI-assisted cheating in schools, with some districts like Los Angeles Unified blocking the chatbot.

Company involved
Furman University
AI system involved
ChatGPT

10 source articles · read the reporting →

WF-T470N61 Nov 2024ZH-CN

Student Overturns AI Cheating Accusation in Court, Three Others Lose

一名学生在法庭上推翻 AI 作弊指控,另外三人败诉 - Pasquale Pillitteri

New York's Nassau County Supreme Court vacated Adelphi University's disciplinary action against student Orion Newby, who had been accused of using AI, finding the university's conclusion lacked a reasonable basis and that it had ignored exculpatory evidence and his disability status. In three other recent cases, courts upheld decisions by schools or universities.

Company involved
Adelphi University
AI system involved
Turnitin

1 source article · read the reporting →

Fired Teacher Says AI Tainted Review And Arbitration - law360.com

The AI-generated performance evaluation contributed to the teacher's termination.

Company involved
Concord Public Schools

1 source article · read the reporting →

WF-JODIE925 Aug 2026ZH-TW

15-Year-Old Test Exposes Flaw: ChatGPT for Teens Fails to Block Homework Cheating, Repeated Requests Bypass Restrictions

15歲使用者實測揭漏洞:青少年版ChatGPT難擋宿題代寫,反覆要求即破解 - BigGo 財經

A 15-year-old tester found that OpenAI's ChatGPT for Teens, launched in August, initially refused to write essays but generated full examples after repeated requests. It also immediately solved SAT-level math problems. Parental controls require account linking and are off by default, while experts warn the memory feature could lead to emotional attachment.

Company involved
OpenAI
AI system involved
ChatGPT for Teens

1 source article · read the reporting →

WF-ABLMB326 Aug 2026

Op-eds, academic articles by Provost Santiago Schnell flagged as ‘AI-written’ by ‘near-zero error’ AI detector Pangram - The Dartmouth

The AI detector flagged Provost Santiago Schnell's op-eds and academic articles as AI-written, potentially damaging his reputation and credibility.

Company involved
The Dartmouth
AI system involved
Pangram

1 source article · read the reporting →

WF-9YB8BH1 Mar 2020

University of Illinois Ends Proctorio Contract Over Accessibility Concerns

The University of Illinois at Urbana-Champaign announced it will not renew its emergency contract with Proctorio, an online proctoring software, citing significant accessibility, privacy, and equity concerns. Students reported that the AI system unfairly flagged individuals with disabilities, nonwhite students, and those wearing headscarves as suspicious during exams. The decision follows student petitions and campaigns against the software, which they described as invasive spyware. The university is exploring alternative assessment methods.

Company involved
University of Illinois at Urbana-Champaign
AI system involved
Proctorio

6 source articles · read the reporting →

WF-3XRMGG1 Mar 2025

Sydney students resit NAPLAN after predictive text glitch

Year 5 students at Waverley College and Kambala in Sydney were required to resit their NAPLAN writing exams after a technical glitch enabled Apple's predictive text and spellcheck features during the test. The issue was discovered by a teacher and students, and the schools reported it to NESA and ACARA. The students were given a new prompt and completed the test the following Monday. An ACARA spokesman stated the problem was not widespread, with over 880,000 tests submitted successfully.

Company involved
ACARA
AI system involved
NAPLAN

2 source articles · read the reporting →

WF-48XBG81 May 2025

Deloitte report for N.L. healthcare contains likely AI-generated false citations

Newfoundland and Labrador's $1.6 million Health Human Resources Plan, authored by Deloitte, contains at least four citations to research papers that do not exist, likely generated by artificial intelligence. The errors were discovered after the report was published by the Department of Health and Community Services in May. Researchers named in the false citations confirmed their work was misattributed and the papers are nonexistent. The provincial government and Deloitte have not responded to questions about the report.

Company involved
Deloitte
AI system involved
Azure OpenAI

3 source articles · read the reporting →

WF-6B7FL331 May 2026

Western Sydney University academic used AI to write opinion piece

Professor Cath Ellis, a pro vice chancellor at Western Sydney University, used Microsoft Copilot to write an opinion piece defending universities against claims of devalued qualifications. The piece was published by The Sydney Morning Herald and The Age, but academics noticed AI-generated language patterns. The newspapers removed the article after learning AI was used without disclosure, and the university defended the use as appropriate.

Company involved
Western Sydney University
AI system involved
Copilot

1 source article · read the reporting →

WF-Z8TT5D1 Dec 2020

University of Toronto exam monitoring software disadvantages BIPOC students

The University of Toronto continued using ProctorU and Examity exam monitoring software despite reports that the facial recognition technology fails to identify BIPOC students, causing stress and delays. Students like Maame Adjoa experienced the AI system being unable to verify their identity, requiring manual intervention. The university acknowledged the equity concerns but has not banned the software, while ProctorU stated that human proctors make final decisions. The issue has drawn criticism from US senators and researchers who highlight built-in bias in AI facial recognition.

Company involved
University of Toronto
AI system involved
ProctorU, Examity

1 source article · read the reporting →

WF-7SG5UC10 Mar 2026

Grammarly pulls AI tool that impersonated writers without consent

Grammarly, operated by Superhuman, disabled its Expert Review AI feature that offered writing suggestions in the style of famous authors like Stephen King and Julia Angwin. The tool used writers' names and personas without consent, leading to a class-action lawsuit filed in New York alleging misappropriation of identities for commercial gain. Investigative journalist Julia Angwin described the imitation as a 'slopperganger' that gave poor advice. Superhuman's CEO apologised, acknowledging the tool had 'misrepresented' the voices of experts, and the company removed it for redesign.

Company involved
Superhuman
AI system involved
Grammarly Expert Review

5 source articles · read the reporting →

WF-MGZUM91 Sep 2023

AI detector falsely accuses student of cheating at Central Methodist University

Moira Olmsted, a student at Central Methodist University, submitted a written assignment and received a zero grade after her professor said an AI detection tool flagged her work as AI-generated. Olmsted alleges the accusation was false and that her writing had been flagged at least once before. The incident highlights the risk of AI detectors falsely accusing students of cheating.

Company involved
Central Methodist University

1 source article · read the reporting →

WF-GF77UM31 Mar 2023

Turnitin's AI Detector Falsely Flags Student's Essay as AI-Generated

A Washington Post test of Turnitin's new AI writing detector found it erroneously flagged 8% of a high school student's original essay as likely generated by ChatGPT. The student, Lucy Goetz, had not used AI, raising concerns about false accusations of cheating. Turnitin acknowledged the issue and added a caution flag, but educators worry about the potential for baseless academic-integrity investigations. The incident highlights the challenges of detecting AI-generated text and the need for careful human review.

Company involved
Turnitin
AI system involved
Turnitin AI writing detector

1 source article · read the reporting →

WF-JQCMUE1 Oct 2024

Alaska Education Commissioner Used AI to Draft Policy, Resulting in False Citations

Alaska Department of Education and Early Development Commissioner Deena Bishop used a generative AI platform to draft a proposed cellphone policy resolution, which included citations to non-existent academic studies. The document was posted on the state website and presented to the state Board of Education without disclosing AI use. After inquiries from the Alaska Beacon, the department corrected the citations, but some false references remained in the adopted resolution. The incident highlights the risks of AI-generated misinformation in government decision-making.

Company involved
Alaska Department of Education and Early Development

1 source article · read the reporting →

Chicago Tribune sues Perplexity AI for copyright infringement

Chicago Tribune Company, LLC filed a lawsuit against Perplexity AI, Inc. in the Southern District of New York on December 4, 2025. The complaint alleges copyright infringement under 17 U.S.C. § 501. The case is assigned to Judge Loretta A. Preska.

Company involved
Perplexity AI, Inc.

5 source articles · read the reporting →

WF-R36DDB15 May 2023

Texas A&M Professor Uses ChatGPT to Falsely Accuse Students of Cheating

Jared Mumm, an instructor at Texas A&M University–Commerce, used ChatGPT to check if students' writing was AI-generated, leading him to accuse them of using the chatbot. He informed students they would receive an incomplete grade and those deemed guilty would get a zero, causing distress and temporarily withholding one student's diploma. The university investigated and stated that no students failed or were barred from graduating, and the professor is working individually with students to resolve the issue.

Company involved
Texas A&M University–Commerce
AI system involved
ChatGPT

5 source articles · read the reporting →

WF-FB00CQ1 Dec 2017

Australian education ministers scrap NAPLAN robot marking

The Education Council decided not to use automated essay scoring for NAPLAN writing tests, dropping a proposal by ACARA to have computers mark English tasks. Teachers' unions had campaigned against the plan, and an academic warned that the software would reward verbose gibberish and could not assess creativity. The decision was made in December 2017 and announced in January 2018.

Company involved
Australian Curriculum, Assessment and Reporting Authority (ACARA)

10 source articles · read the reporting →

WF-XBXRUJ18 Apr 2022

Intel and Class Technologies face criticism over emotion-detecting AI for students

Intel partnered with Class Technologies to use an AI system that analyses student emotions during Zoom classes to provide insights to teachers. Critics, including educator Todd Richmond, argued that facial expressions are not reliable indicators of internal states and that the system amounts to pseudoscience. The article reports these criticisms as allegations, not as proven fact. No specific incident of harm or regulatory action is reported.

Company involved
Intel
AI system involved
Class Technologies face-reading AI

10 source articles · read the reporting →

WF-961A0L1 Dec 2018

Educational Testing Service's E-rater algorithm biases essay scores against minority students

The Educational Testing Service's E-rater algorithm, used to grade essays on the GRE and other standardized tests, has been found to systematically give higher scores to students from mainland China and lower scores to African American students compared to human graders. The bias stems from the algorithm's reliance on surface-level metrics like vocabulary and sentence length, which disadvantage certain groups. Despite studies dating back to 1999, the bias persists, and in many states, only a small percentage of essays are reviewed by humans.

Company involved
Educational Testing Service
AI system involved
E-rater

10 source articles · read the reporting →

WF-TNB7Q615 Oct 2024

NSW Education Standards Authority used AI-generated image in HSC English exam without disclosure

The NSW Education Standards Authority (NESA) used an AI-generated image as a stimulus in the 2024 HSC English exam without disclosing its origin. The image, created by Florian Schroeder using OpenAI's ChatGPT and Dall-E 2, was published on Medium in July 2023. Students suspected AI use due to irregularities in the image, and NESA initially declined to confirm. After the Sydney Morning Herald confirmed the image was AI-generated, NESA stated that students would be marked on their response to the question, not the image's origin.

Company involved
NSW Education Standards Authority
AI system involved
ChatGPT and Dall-E 2

6 source articles · read the reporting →

WF-8VKXFD28 Jun 2020

UBC students raise concerns over Proctorio's privacy breach and discrimination

The University of British Columbia (UBC) uses Proctorio, an algorithmic test proctoring software, for remote exams. In June 2020, a UBC student reported an issue with Proctorio, and the company's CEO released the student's support chat logs, sparking privacy concerns. The AMS of UBC published an open letter alleging that Proctorio discriminates against students of colour, those with disabilities, and other groups by flagging 'abnormal' behaviours and denying access. The letter calls on UBC to end its contract with Proctorio and conduct an external audit.

Company involved
University of British Columbia
AI system involved
Proctorio

10 source articles · read the reporting →

WF-W8MY6X1 Sep 2020

Middle schooler beats Edgenuity grading algorithm to get perfect score

A seventh-grade student in the Los Angeles Unified School District received a failing grade on a history assignment graded by Edgenuity's automated scoring algorithm. With help from his mother, a history professor, he reverse-engineered the algorithm by writing a paragraph with relevant keywords and a jumble of words, earning a perfect score. The incident highlights concerns about the accuracy and fairness of automated grading systems in education.

Company involved
Los Angeles Unified School District
AI system involved
Edgenuity

10 source articles · read the reporting →

WF-XH2W9I1 Sep 2020

Proctortrack data breach exposed student data from online proctoring

Proctortrack, an online proctoring service used by universities, suffered a data breach in September 2020 when its source code was leaked online. An analysis by Consumer Reports found that the code contained hard-coded passwords and exposed the names and email addresses of over 150 students. The company acknowledged the leak but said no harm resulted. Students had been required to use the software, which performed facial recognition and recorded video during exams.

Company involved
Proctortrack
AI system involved
Proctortrack

10 source articles · read the reporting →

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