{"meta":{"exportedAt":"2026-10-21T06:59:51.916Z","formatVersion":2,"selection":{"q":"ai-monitoring","system":"","harm":"","context":"","country":"","role":"","relation":"","evidence":"","year":"2026","response":"","severity":"","verification":"","view":"incidents","sort":"added"},"totalIncidents":1,"coverage":{"cases":1,"countries":1,"languages":1,"unknownLocation":0,"locationPending":0,"unknownLanguage":0,"unknownDate":0,"lawsuits":0,"regulatory":0,"minors":0,"coreRelations":0,"contextualRelations":1,"mixedRelations":0,"unknownRelations":0,"relationPending":0,"relationUnknown":0},"countingNote":"Distinct public cases in this selection. People counts apply within individual cases only; cross-case person overlap has not been resolved. No population incidence estimate.","affectedCountNote":"Interpret person counts with affectedCountStatus and the reported effects. Unquantified zeros are placeholders, not a measured zero.","source":"AI incidents","publisher":"NOPE","url":"https://nope.net/incidents","license":"CC BY 4.0"},"incidents":[{"id":"2026-uk-training-firm-teachers-say-ai-rating-of-online-lessons-caused-stress-and-manager-questioning","caseFacts":{"claims":[{"id":"c1","status":"reported","evidence":[{"locator":"now have transcripts of online classroom sessions analysed and scored by an AI programmed to alert human managers when they are suspected of doing things wrong.","relation":"supports","source_id":"s1"}],"assertion":"Multiverse, a UK tech training company, has introduced an AI system that analyses and scores transcripts of its teachers' online classroom sessions and alerts managers when a teacher is suspected of doing something wrong.","causal_attribution":"The Guardian's account, based on teachers who spoke to it; Multiverse's response does not dispute that the system scores sessions."},{"id":"c2","status":"reported","evidence":[{"locator":"Its new AI teacher monitoring system tags each instructor by their “risk status”, calculates a “percentage confidence score” and produces written comments about teachers’ work for managers to see at a glance.","relation":"supports","source_id":"s1"}],"assertion":"The system tags each instructor with a risk status, calculates a percentage confidence score and writes comments about the teacher's work for managers.","causal_attribution":"The Guardian's description of the system's outputs."},{"id":"c3","status":"reported","evidence":[{"locator":"The workers said the AI monitoring had led to managers pulling them up for suspected “digressions” when in fact they were answering a student’s question.","relation":"supports","source_id":"s1"}],"assertion":"Teachers say the AI monitoring led managers to pull them up for suspected digressions when they were in fact answering a student's question.","causal_attribution":"Teachers' account relayed by the Guardian; no individual instance, date or outcome of such questioning is described, and Multiverse says only human managers write performance reviews."},{"id":"c4","status":"reported","evidence":[{"locator":"Teachers called the newly introduced system “remorseless” and “unnerving”, and said some staff were on edge, losing sleep and seeking therapy.; “Since all of this has come in, the stress level has been absolutely horrendous,” said one of several Multiverse teachers who spoke on condition of anonymity. “It has affected sleep, and not just for me.; “I feel like I’m under continuous scrutiny,” another said.","relation":"supports","source_id":"s1"}],"assertion":"Teachers describe stress, disrupted sleep and constant scrutiny since the AI monitoring began, and say some staff were on edge, losing sleep and seeking therapy.","causal_attribution":"Anonymous teachers attribute their stress to the AI monitoring; no clinical assessment is reported."},{"id":"c5","status":"reported","evidence":[{"locator":"Previously instructors were observed monthly by a human manager but are now watched for several hours a day by an AI.","relation":"supports","source_id":"s1"}],"assertion":"Teachers say that instead of a monthly observation by a human manager they are now watched by the AI for several hours a day.","causal_attribution":"The Guardian's account."},{"id":"c6","status":"reported","evidence":[{"locator":"Multiverse says the AI does not replace human judgment but “directs human time to where it’s needed most” by highlighting problems.; only human managers wrote teachers’ performance reviews.; “This agent provides instructors with improved advice on development and feedback; “The most consequential performance management action it can take is to recommend that a human personally reviews a session.”; They did not directly address complaints the system caused stress and anxiety and felt “remorseless”, but said its introduction was communicated in advance","relation":"supports","source_id":"s1"}],"assertion":"Multiverse says the AI does not replace human judgment, that only human managers write performance reviews, that the system's most consequential action is to recommend that a human review a session, and that its introduction was communicated in advance; it did not directly address the complaints about stress.","causal_attribution":"Multiverse's statements as relayed by the Guardian."}],"effects":[{"label":"stress, lost sleep and continuous scrutiny attributed by teachers to AI scoring of their lessons","claim_id":"c4","direction":"negative"},{"label":"managers questioned teachers over suspected digressions after AI monitoring (teachers' account)","claim_id":"c3","direction":"negative"}],"sources":[{"id":"s1","url":"https://www.theguardian.com/technology/2026/sep/28/teachers-euan-blair-firm-report-horrendous-stress-ai-used-to-rate-their-work","kind":"news_report","access":"read","language":"en","translation_note":"English article of 28 September 2026 read in full on 2026-10-21 by the research agent (an AI) (HTTP 200); no translation required. The Guardian interviewed several anonymous teachers, quotes the monitoring agent's instructions and Multiverse's spokesperson; the page also carries an anonymous teacher's first-person account.","independence_group":"guardian-multiverse-teacher-interviews"}],"version":1,"ai_roles":["institutional_use"],"contexts":["work"],"unknowns":["How many teachers were questioned by managers after AI flags, and whether any formal warning, performance outcome or dismissal followed.","Which AI model runs the monitoring agent.","When exactly the system was introduced; the article says only that it came in in recent weeks.","Whether any teacher raised a formal grievance or whether Multiverse has changed the system since the report."],"geography":{"basis":"The article says the monitored staff deliver apprenticeship training to UK public and private sector workers, so the monitored sessions are UK training; where the teachers themselves live is not stated.","court_countries":[],"event_countries":["GB"],"affected_person_countries":[]},"publication":{"basis":"Published as an ongoing workplace experience: the Guardian reports teachers' accounts that an AI system scoring their lessons led managers to question them and caused stress and lost sleep. The AI's own scores and alerts to managers are the reported cause; the accounts are attributed to anonymous teachers and the company's response is included.","reviewed_on":"2026-10-21"},"ai_involvement":{"basis":"The Guardian reports that the AI system itself scores transcripts of each teacher's online sessions, assigns each instructor a risk status and confidence score, writes comments on their work and alerts managers. Teachers say the monitoring led managers to pull them up for suspected digressions and that the continuous AI scoring caused their stress. The Guardian says bosses started using AI models for this, quotes the instructions given to the monitoring agent, and Multiverse's spokesperson describes the system as an agent whose most consequential action is to recommend that a human review a session. The outputs and their use by managers come from the teachers' accounts; Multiverse says only humans write performance reviews.","status":"reported"},"person_relations":["made_claim_about","informed_decision_about"]},"name":"Teachers at UK training firm Multiverse say AI rating of their online lessons caused severe stress and led managers to question them","summary":"The Guardian reported on 28 September 2026 that teachers at Multiverse, a UK company that delivers apprenticeship training in computer and AI skills, said an AI monitoring system introduced in recent weeks had caused them severe stress. According to the report, the system analyses and scores transcripts of teachers' online classroom sessions, tags each instructor with a risk status and a percentage confidence score, writes comments on their work and alerts managers when it suspects something is wrong. Teachers who spoke to the Guardian anonymously said the AI monitoring had led managers to pull them up for suspected digressions when they were answering students' questions, that they now felt under continuous scrutiny for several hours a day, and that some staff were on edge, losing sleep and seeking therapy. Multiverse said the AI does not replace human judgment, that only human managers write performance reviews, that the system's most consequential action is to recommend a human review of a session, and that its introduction was announced in advance; it did not directly address the complaints about stress. The accounts are the teachers', relayed by one newspaper.","incidentDate":"2026-01-01","incidentKind":"ongoing_experience","incidentDatePrecision":"year","exposurePattern":"repeated_interactions","reportedDate":"2026-09-28","aiSystem":"AI monitoring agent introduced by Multiverse that scores transcripts of teachers' online sessions, assigns each teacher a risk status and confidence score and alerts managers; the underlying model is not stated","aiProduct":"Unidentified AI teaching-monitoring agent","severity":"low","verificationStatus":"credible","harmCategories":[],"harmOutcomes":["psychological_distress","loss_of_autonomy"],"harmOutcomeSummary":"Teachers say an AI system scoring their online lessons led managers to question them over suspected digressions and caused severe stress, lost sleep and a sense of continuous scrutiny; some staff were reported to be seeking therapy (teachers' accounts relayed by the Guardian).","frameworkFacets":[],"causationStatus":"alleged","participantUsersAffectedMin":0,"otherPeopleHarmedMin":2,"affectedCountStatus":"partial","affectedCountEvidence":"Two teachers are quoted separately ('one teacher said' and 'another said') describing mental effects of the monitoring; the article adds that 'some staff' were on edge, losing sleep and seeking therapy, a number it does not give. The teachers are subjects of the AI monitoring, not its users.","victimAgeRange":"adult","jurisdiction":"GB","platformType":"other","outcomeStatus":"ongoing","primarySourceUrl":"https://www.theguardian.com/technology/2026/sep/28/teachers-euan-blair-firm-report-horrendous-stress-ai-used-to-rate-their-work","primarySourceLabel":"The Guardian, 28 September 2026: Teachers at Euan Blair firm report ‘horrendous stress’ after AI used to rate their work","firstPublishedAt":"2026-10-21T03:11:38.557089+00:00","updatedAt":"2026-10-21T03:11:38.557089+00:00","scopeVersion":"facts-v3","tags":["workplace-ai","ai-monitoring","employment","whistleblower"]}]}