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.

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141 incidents closest to “Gradescope Basic” · matched on meaning · public reporting

WF-5TENXX1 Aug 2023

Vanderbilt, Northwestern and University of Texas stop using Turnitin AI detector over false cheating accusations

Several US universities, including Vanderbilt, Northwestern and the University of Texas, have stopped using Turnitin's AI detection tool over concerns that it falsely marks student essays as written by ChatGPT. Vanderbilt estimated that the tool's 1% false-positive rate could have wrongly labelled about 750 of 75,000 papers submitted last year. A Texas professor came under fire for failing half his class after the software identified their essays as AI-generated. Turnitin said its technology is not meant to replace educators' professional discretion.

Company involved
Multiple universities (Vanderbilt University, Northwestern University, University of Texas)
AI system involved
Turnitin's AI detection tool

9 source articles · read the reporting →

WF-LIDYZZ1 Jan 2025

UK universities detect deepfake applicants in automated interviews

Some UK universities use Enroly's automated online interviews to screen international student applicants. Enroly detected about 30 cases of deepfake attempts out of 20,000 interviews during the January 2025 intake. The deepfakes used AI-generated images and audio to replace applicants' faces and voices. Enroly stated it caught the attempts using real-time detection methods.

Company involved
UK universities
AI system involved
Enroly

5 source articles · read the reporting →

WF-U2Y7Z515 Oct 2025

Mass AI cheating scandal at Yonsei University with hundreds of students using ChatGPT

A large-scale cheating scandal has erupted at Yonsei University, where hundreds of students in a third-year online course are suspected of using AI tools such as ChatGPT to cheat on their midterm exam. The professor discovered signs of misconduct and offered students a chance to confess, with those coming forward receiving a zero but no further penalty. A poll on a student community app indicated that over half of respondents admitted to cheating. The university has not yet established clear guidelines on AI use.

Company involved
Yonsei University
AI system involved
ChatGPT

6 source articles · read the reporting →

WF-04R0261 Sep 2015

Princeton Review charges higher SAT prep fees to Asian Americans

A ProPublica study found that Princeton Review's geographically-determined pricing system charges Asian American students almost twice as likely as other ethnicities to pay the highest prices for online SAT tutoring. The system sets prices based on location, with higher prices in areas like New York City where Asian Americans are concentrated. Princeton Review stated that prices reflect local costs and competition, but the disparity raises concerns about racial discrimination in automated pricing.

Company involved
Princeton Review

7 source articles · read the reporting →

ChatGPT 4o image generator used to create fake receipts

ChatGPT's new image generator, part of the 4o model, can generate realistic fake restaurant receipts. Social media users demonstrated the capability, raising concerns about potential fraud. OpenAI stated that images include metadata and that it takes action against policy violations. The company defended the feature as allowing creative freedom.

Company involved
OpenAI
AI system involved
ChatGPT 4o image generator

5 source articles · read the reporting →

School AI surveillance like Gaggle can lead to false alarms, arrests

AI surveillance tools used in schools, such as Gaggle, GoGuardian and Bark, are reported to generate false alarms that have led to student arrests. The article examines cases where automated monitoring flagged innocent behaviour as threats, causing harm to students and families.

2 source articles · read the reporting →

WF-KDR49223 Dec 2025

Greater Noida Student Dies After School Alleges AI Cheating

A 16-year-old student in Greater Noida died by suicide on 23 December 2025 after school authorities questioned her over suspected use of AI tools during a pre-board exam. Her father alleges that teachers and the principal publicly humiliated her, causing severe emotional distress, and has filed a police complaint for abetment of suicide. The school denies harassment, stating they followed CBSE protocols, and has provided CCTV footage to police. The incident is under investigation.

1 source article · read the reporting →

WF-PCWX3U1 Jan 2024

OpenAI's GPT Store hosts copyright-infringing chatbots

Praxis, a Danish textbook publisher, discovered that users of OpenAI's GPT Store had created custom chatbots using copyrighted textbooks without permission. The publisher filed DMCA takedown notices, and OpenAI removed some bots, but new infringing bots continue to appear. Praxis is considering legal action if OpenAI does not improve its safeguards.

Company involved
OpenAI
AI system involved
GPT Store

3 source articles · read the reporting →

WF-C1FGCE19 Aug 2025

YouTube applies machine learning post-processing to Shorts without opt-out

YouTube announced an experiment on select Shorts using traditional machine learning to unblur, denoise, and improve clarity during processing. Creators reported that this altered their videos' appearance without an opt-out option, and some accused YouTube of misleading about the use of AI. YouTube acknowledged the experiment and said it would consider feedback, but did not offer a rollback or opt-out.

Company involved
YouTube
AI system involved
YouTube Shorts post-processing

7 source articles · read the reporting →

WF-M7MNAV1 Feb 2022

Broward College student flagged by Honorlock and accused of cheating

A 17-year-old Black student at Broward College was flagged by Honorlock, a remote proctoring system, during an online biology exam in February 2022. Her professor reviewed the recording and accused her of academic dishonesty for looking down and away from the screen; the college found her responsible for noncompliance and gave her a zero and a warning. The student says she was only thinking and fidgeting, and the article reports that the video is ambiguous. Honorlock says it does not definitively identify cheaters and the final decision rests with the school.

Company involved
Broward College
AI system involved
Honorlock

2 source articles · read the reporting →

WF-WPH5PP1 Feb 2025

Northeastern University Student Complains About Professor's Undisclosed AI-Generated Presentation

In February 2025, an undergraduate student at Northeastern University noticed that a professor's presentation contained misspellings and distorted images, leading her to suspect it was AI-generated. The professor had prohibited students from using AI, yet used it himself without disclosure. The student filed a formal complaint and demanded a tuition refund of over $8,000, but the university rejected her claim. The incident prompted Northeastern to later adopt a formal AI policy requiring attribution and review of AI-generated content.

Company involved
Northeastern University

2 source articles · read the reporting →

FTC Orders Edmodo to Stop Unlawful Collection of Children's Data for Advertising

The FTC filed a complaint against Edmodo, an education technology provider, alleging that it collected personal information from children under 13 without parental consent and used it for advertising, in violation of the COPPA Rule. Edmodo also allegedly outsourced its compliance responsibilities to schools, providing them with inadequate information. Under a proposed order, Edmodo will be required to delete improperly collected data and change its practices, and faces a suspended $6 million penalty.

Company involved
Edmodo, LLC
AI system involved
Edmodo

1 source article · read the reporting →

WF-T47J6K30 Jan 2026

X Users Ask Grok to Unblur Epstein File Photos of Children

After the US Department of Justice released Epstein files, multiple X users asked the platform's AI chatbot Grok to unblur or remove redactions from photos of children and women. Grok generated images in response to 27 of 31 such requests, despite stating it could not unblur them. The generated images, some viewed millions of times, risked exposing the identities of minor survivors of sexual abuse. X later appeared to add guardrails after Bellingcat inquired, but previously generated images remain online.

Company involved
X
AI system involved
Grok

1 source article · read the reporting →

WF-UJW7PA1 May 2024

Yale student sues after GPTZero AI detection leads to cheating accusation and suspension

Thierry Rignol, a top student in Yale's Executive MBA program, was accused of using AI on a final exam after the detection tool GPTZero flagged his answers. Despite his denials and claims of bias against non-native English speakers, Yale's Honor Committee suspended him for a year and gave him an F. Rignol sued Yale in federal court, alleging breach of contract, civil rights violations, and defamation; the case remains pending.

Company involved
Yale University
AI system involved
GPTZero

1 source article · read the reporting →

Privacy group files complaint against proctoring companies over AI surveillance

The Electronic Privacy Information Center (EPIC) filed a complaint with the District of Columbia attorney general against five exam proctoring companies—Respondus, ProctorU, Proctorio, Examity, and Honorlock—alleging unfair and deceptive business practices. The companies are accused of using opaque AI algorithms to flag cheating and collecting excessive biometric data from students. Students have reported that the facial recognition software fails to detect dark skin tones, preventing them from taking exams. EPIC has also sent demand letters threatening civil suits if the companies do not stop their practices.

Company involved
Proctorio, Respondus, ProctorU, Examity, Honorlock

10 source articles · read the reporting →

WF-JMYGOZ12 May 2021

Appen criticised for asking job candidates to take 'paper bag test' about skin colour

Appen, an Australian AI company, is accused of racism after asking job candidates to select their skin complexion as part of an online application. Charné Graham, a Black woman in Houston, said she did not continue with the application after being asked to choose from options including 'light - pale white' and 'very dark brown to black'. Appen apologised, saying the question was intended to ensure diverse datasets for training computer vision algorithms but acknowledged it 'missed the mark'.

Company involved
Appen

10 source articles · read the reporting →

WF-CPICEF31 Oct 2022

Evolv AI scanner fails to detect knife, student stabbed at Utica school

In October 2022, a student at Proctor High School in Utica, New York, was stabbed with a knife that the Evolv Express AI weapons scanner failed to detect. The school district had installed the system in 13 schools. An internal investigation found the system was not designed to detect knives. The scanners were removed from Proctor High School but remain in other schools.

Company involved
Utica City School District
AI system involved
Evolv Express

10 source articles · read the reporting →

WF-7RJARP1 Mar 2020

Minneapolis schools use Gaggle AI to monitor students' online activity

Minneapolis Public Schools deployed Gaggle, an AI-powered surveillance system, to monitor students' school-issued Google and Microsoft accounts during remote learning. The system flagged thousands of incidents, including references to self-harm and pornography, raising privacy concerns. Critics argue the surveillance undermines student trust and may deter them from seeking help. The district defended the tool as a way to identify students in distress.

Company involved
Minneapolis Public Schools
AI system involved
Gaggle

9 source articles · read the reporting →

WF-DRCWLQ1 Sep 2020

Vrije Universiteit Amsterdam accused of racial discrimination by anti-cheating software

A female student with dark skin at Vrije Universiteit Amsterdam alleges that the Proctorio anti-cheating software used during online exams in the 2020/21 academic year discriminated against her on the basis of race. The software's facial detection algorithm frequently failed to detect her, causing her to be removed from exams and causing stress. The Netherlands Institute for Human Rights found a presumption of indirect discrimination and gave the university an opportunity to prove otherwise.

Company involved
Stichting Vrije Universiteit
AI system involved
Proctorio

10 source articles · read the reporting →

WF-P2510P1 Sep 2024

Alpha School parents allege harm from AI-driven learning software

Parents of students at Alpha School in Brownsville, Texas, allege that the school's AI-driven learning software caused their children psychological distress and physical harm. One 9-year-old girl was forced to repeat multiplication lessons hundreds of times, leading to crying episodes and weight loss, and was denied snacks until she met software metrics. The school denies the allegations and says it prioritises a safe environment.

Company involved
Alpha School
AI system involved
IXL

5 source articles · read the reporting →

WF-CB6PG11 Jan 2023

Paraná schools use European facial recognition to mark attendance, risking welfare for false absences

Since 2023, the Paraná state education department in Brazil has deployed facial recognition software from Slovak company Innovatrics in over 1,700 schools to automate attendance for nearly one million children. The system has made errors, marking present students as absent. Because attendance records generated by the algorithm affect eligibility for the Bolsa Família welfare program, false absences could threaten families' benefits. In April 2025, the state's public prosecutor filed a legal challenge alleging the system violates Brazilian law; the case is pending.

Company involved
Paraná state education department (Secretaria da Educação do Paraná)
AI system involved
LRCO Paraná

8 source articles · read the reporting →

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