AI Incidents
Real-world cases where AI systems caused harm, classified by risk domain and entity. Data sourced from
AIID and classified by MIT AI Risk Initiative. CC BY-SA 4.0
1,751 incidents
Amazon Alexa Responding to Environmental Inputs
There are multiple reports of Amazon Alexa products (Echo, Echo Dot) reacting and acting upon unintended stimulus, usually from television commercials or news reporter's voices.
Predictive Policing Biases of PredPol
Predictive policing algorithms meant to aid law enforcement by predicting future crime show signs of biased output.
YouTube Recommendations Allegedly Promoted Radicalizing Material Contributing to Terrorist Acts
Family of Nohemi Gonzalez alleged YouTube recommendation systems led people to propaganda videos for the Islamic State which subsequently radicalized them to carry out the killing of 130 people in the 2015 Paris terrorist attack, including Ms. Gonzalez.
Inappropriate Gmail Smart Reply Suggestions
Google's Gmail Smart Reply tool was over-recommending the response "I love you" in situations where it was deemed innappropriate.
Amazon Flex Drivers Allegedly Fired via Automated Employee Evaluations
Amazon Flex's contract delivery drivers were dismissed using a minimally human-interfered automated employee performance evaluation based on indicators impacted by out-of-driver's-control factors and without having a chance to defend against or appeal the decision.
Predictive Policing Program by Florida Sheriff’s Office Allegedly Violated Residents’ Rights and Targeted Children of Vulnerable Groups
The Intelligence-Led Policing model rolled out by the Pasco County Sheriff’s Office was allegedly developed based on flawed science and biased data that also contained sensitive information and irrelevant attributes about students, which critics said to be discriminatory.
YouTube Recommendations Implicated in Political Radicalization of User
YouTube’s personalization and recommendation algorithms were alleged to have pushed and exposed its young male users to political extremism and misinformation, driving them towards far-right ideologies such as neo-Nazism and white supremacy.
Robot Destroyed while Hitchhiking through the United States
A non-actuated conversational robot that previously asked people to move it across Canada was destroyed shortly after beginning its attempt to replicate the journey across the United States.
Facebook's Friend Suggestion Feature Recommends Patients of Psychiatrist to Each Other
Facebook's "People You May Know" (PYMK) feature was reported by a psychiatrist for recommending her patients as friends through recommendations, violating patients' privacy and confidentiality.
Collection of Robotic Surgery Malfunctions
Study on database reports of robotic surgery malfunctions (8,061), including those ending in injury (1,391) and death (144), between 2000 and 2013.
Worker killed by robot in welding accident at car parts factory in India
A factory robot at the SKH Metals Factory in Manesar, India pierced and killed 24-year-old worker Ramji Lal when Lal reached behind the machine to dislodge a piece of metal stuck in the machine.
Australian Automated Debt Assessment System Issued False Notices to Thousands
Australian Department of Human Services (DHS)’s automated debt assessment system issued false or incorrect debt notices to hundreds of thousands of people, resulting in years-long lawsuits and damages to welfare recipients.
Google and Delphi Self-Driving Prototypes Allegedly Involved in Near-Miss on San Antonio Road, Palo Alto
A Delphi self-driving Audi Q5 prototype reportedly aborted a lane change after a Google self-driving Lexus RX400h allegedly cut in front of it on San Antonio Road in Palo Alto, California. According to Delphi executive John Absmeier, the Delphi car "took appropriate action" to avoid collision. No crash or injuries occurred.
Facebook's 'Tag Suggestions' Allegedly Stored Biometric Data without User Consent
Facebook's initial version of the its Tag Suggestions feature where users were offered suggestions about the identity of people's faces in photos allegedly stored biometric data without consent, violating the Illinois Biometric Information Privacy Act.
Images of Black People Labeled as Gorillas
Google Photos image processing software mistakenly labelled a black couple as "gorillas."