{"meta":{"exportedAt":"2026-11-14T10:55:47.397Z","formatVersion":2,"selection":{"q":"translation","system":"","harm":"","context":"","country":"","role":"","relation":"unknown","evidence":"","year":"","response":"","severity":"","verification":"","view":"incidents","sort":"added"},"totalIncidents":3,"coverage":{"cases":3,"countries":1,"languages":3,"unknownLocation":2,"locationPending":0,"unknownLanguage":0,"unknownDate":0,"lawsuits":1,"regulatory":0,"minors":0,"coreRelations":0,"contextualRelations":0,"mixedRelations":0,"unknownRelations":3,"relationPending":0,"relationUnknown":3},"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":"2025-france-romance-publisher-ended-work-of-several-dozen-literary-translators-moving-to-ai-machine-translation-agency","caseFacts":{"claims":[{"id":"c1","status":"reported","evidence":[{"locator":"'plusieurs dizaines de traducteurs et traductrices travaillant régulièrement avec les éditions Harlequin reçoivent les unes après les autres un appel téléphonique leur annonçant la fin de leur collaboration avec la maison d’édition. Leurs contrats en cours seront les derniers.'","relation":"supports","source_id":"s1"},{"locator":"'plusieurs dizaines de traducteurs et traductrices collaborant régulièrement avec Harlequin ont appris la fin de leur relation avec l’éditeur.'","relation":"supports","source_id":"s2"}],"assertion":"The translators' associations say that over the preceding weeks several dozen translators who worked regularly with Harlequin received phone calls ending their collaboration, and that their current contracts would be the last.","causal_attribution":"The associations' account; Siècle Digital relays it. The publisher's denial concerns the extent of AI use, not the calls."},{"id":"c2","status":"reported","evidence":[{"locator":"'un prestataire externe, l’agence de communication Fluent Planet, se chargera de passer les textes dans un logiciel de « traduction automatique » et de recruter directement en freelance des relecteurs et relectrices chargées de post-éditer la sortie machine en français.'","relation":"supports","source_id":"s1"},{"locator":"'HarperCollins France would use a third party company called Fluent Planet to run Harlequin romance novels through a machine translation system.'","relation":"supports","source_id":"s3"}],"assertion":"According to the associations, an outside agency, Fluent Planet, would run the texts through machine-translation software and recruit freelance post-editors to correct the machine output.","causal_attribution":"The associations' description, relayed by 404 Media; one origin."},{"id":"c3","status":"reported","evidence":[{"locator":"'Book publisher HarperCollins said it will start translating romance novels under its famous Harlequin label in France using AI'","relation":"supports","source_id":"s3"}],"assertion":"404 Media reports that HarperCollins said it would start translating Harlequin romance novels in France using AI.","causal_attribution":"404 Media's report of the publisher's statement (it credits Publishers Weekly); the statement itself was not read."},{"id":"c4","status":"reported","evidence":[{"locator":"'Ils reçoivent un texte généré par l’IA qu’ils doivent corriger et réécrire dans des délais réduits, avec une rémunération nettement inférieure aux standards habituels.'; 'Certains évoquent des tarifs autour de 3 centimes par mot'","relation":"supports","source_id":"s2"},{"locator":"'ne se voyant offrir comme compensation que la possibilité (sans aucune garantie, d’ailleurs) de travailler au rabais pour un prestataire externe'","relation":"supports","source_id":"s1"}],"assertion":"The former translators were offered the role of post-editor, correcting AI-generated text on shorter deadlines for much lower pay; some cite about 3 cents per word.","causal_attribution":"Translators' and associations' accounts; the rate is attributed to some translators."},{"id":"c5","status":"reported","evidence":[{"locator":"'les éditions Harlequin ont signé un contrat de 4 ans avec la société Fluent Planet pour permettre une traduction de ses publications par l’intelligence artificielle générative'","relation":"supports","source_id":"s4"}],"assertion":"The writers' union SNAC says Harlequin signed a four-year contract with Fluent Planet for translation by generative AI reviewed by translators reduced to post-editors.","causal_attribution":"The union's statement; the contract was not inspected."},{"id":"c6","status":"reported","evidence":[{"locator":"'HarperCollins France, propriétaire de Harlequin, réfute l’idée d’un basculement total vers la traduction automatique.'; 'aucune collection n’est traduite uniquement par l’IA et évoque de simples'; 'présentant l’IA comme un outil d’assistance et non comme un substitut'","relation":"supports","source_id":"s2"}],"assertion":"HarperCollins France rejects a full switch to machine translation, saying no collection is translated by AI alone and describing tests amid falling sales; Fluent Planet says AI is an assisting tool.","causal_attribution":"The publisher's and agency's responses as reported by Siècle Digital; recorded as counterevidence."}],"effects":[{"label":"Translators' regular work for the publisher ended","claim_id":"c1","direction":"negative"},{"label":"Former translators offered only lower-paid post-editing of machine output","claim_id":"c4","direction":"negative"}],"sources":[{"id":"s1","url":"https://atlf.org/wp-content/uploads/2025/12/CP-Harlequin-3.pdf","kind":"press_release","access":"read","language":"fr","translation_note":"Read in French on 2026-11-01 (HTTP 200, PDF text extracted); translated by the research agent, an AI. The translators' associations' own statement.","independence_group":"atlf-en-chair-et-en-os-2025-12-15"},{"id":"s2","url":"https://siecledigital.fr/2025/12/18/harlequin-mise-sur-lia-pour-traduire-ses-romans-les-traducteurs-denoncent-une-rupture/","kind":"news_report","access":"read","language":"fr","translation_note":"Read in French on 2026-11-01 (HTTP 200); translated by the research agent, an AI. Relays the ATLF account and reports the publisher's and the agency's responses.","independence_group":"siecle-digital-2025-12-18"},{"id":"s3","url":"https://404media.co/harpercollins-will-use-ai-to-translate-harlequin-romance-novels","kind":"news_report","access":"read","language":"en","translation_note":"Read in English on 2026-11-01 (HTTP 200); the free preview only, the rest is behind a member wall. Relays Publishers Weekly and the ATLF statement.","independence_group":"404media-harpercollins"},{"id":"s4","url":"https://actualitte.com/article/129039/tribunes/traductions-automatisees-un-modele-indigne-chez-harlequin","kind":"news_report","access":"read","language":"fr","translation_note":"Read in French on 2026-11-01 (HTTP 200); translated by the research agent, an AI. A tribune by the writers' union SNAC published by ActuaLitté.","independence_group":"snac-tribune-actualitte"}],"version":1,"ai_roles":["institutional_use"],"contexts":["work"],"unknowns":["How many translators lost work: the associations say several dozen; no exact figure is given.","When the calls began: the release says over the previous weeks and Siècle Digital says from the autumn of 2025.","Which machine-translation or AI system Fluent Planet uses, and how much of each translation it produces.","Whether any translator accepted post-editing work, and at what pay."],"geography":{"basis":"Harlequin France, its parent HarperCollins France and the protesting associations are French, and the translations are into French for the French market (ATLF release, Siècle Digital). Translators' own residences are not used.","court_countries":[],"event_countries":["FR"],"affected_person_countries":[]},"publication":{"basis":"Published as a consequential response to a decision to adopt AI: the translators' associations say Harlequin ended several dozen translators' regular work as it moved translation to an agency using machine translation, and 404 Media reports the publisher said it would translate the novels using AI. The publisher disputes a full switch, and the count and dates are the associations'.","reviewed_on":"2026-11-01"},"ai_involvement":{"basis":"Consequential response to a decision to adopt AI. The translators' associations say Harlequin ended its translators' work as it moved translation to an agency that runs the books through machine-translation software for post-editing; 404 Media reports that HarperCollins said it would translate Harlequin novels in France using AI; a writers' union says the contract is for translation by generative AI. HarperCollins France says no collection is translated by AI alone. No AI output directed at the translators is described, so the person relation is unknown.","status":"reported"},"person_relations":["unknown"]},"name":"Translators' associations say Harlequin France ended several dozen literary translators' work as it moved translation to an AI machine-translation agency","summary":"In a press release of 15 December 2025, the French literary translators' association ATLF and the collective En chair et en os said that over the previous weeks several dozen translators who worked regularly for Harlequin, the romance imprint of HarperCollins France, had received phone calls telling them their collaboration was ending and that their current contracts would be the last. According to the associations, an outside agency, Fluent Planet, would run the books through machine-translation software and recruit freelancers to post-edit the output, and the affected translators were offered only lower-paid post-editing work for the agency. 404 Media reported that HarperCollins said it would start translating Harlequin novels in France using AI. HarperCollins France disputed a full switch: it said no collection is translated by AI alone, spoke of tests against a background of falling sales. Fluent Planet said AI assists the translator. The associations describe a loss of regular income for people who had worked with the publisher for up to twenty years, without unemployment rights as self-employed authors.","incidentDate":"2025-01-01","incidentKind":"bounded_series","incidentDatePrecision":"year","exposurePattern":"unknown","reportedDate":"2025-12-15","aiSystem":"Machine-translation software used by the agency Fluent Planet, which the agency describes as proprietary AI; described by a writers' union as generative AI","aiProduct":"Unidentified AI translation tool","severity":"medium","verificationStatus":"credible","harmCategories":[],"harmOutcomes":["professional_harm","financial_loss"],"harmOutcomeSummary":"According to the translators' associations, several dozen literary translators lost regular work from Harlequin, being offered only lower-paid post-editing of machine output; the publisher disputes a full switch to AI.","frameworkFacets":[],"causationStatus":"alleged","participantUsersAffectedMin":0,"otherPeopleHarmedMin":0,"affectedCountStatus":"unquantified","affectedCountEvidence":"The associations say several dozen translators ('plusieurs dizaines') received calls ending their collaboration; this is not an exact count or explicit lower bound, so zero placeholders are used. No individual translator is described.","victimAgeRange":"adult","jurisdiction":"FR","platformType":"other","outcomeStatus":"ongoing","primarySourceUrl":"https://atlf.org/wp-content/uploads/2025/12/CP-Harlequin-3.pdf","primarySourceLabel":"ATLF and Collectif En chair et en os press release, 15 Dec 2025: Bradage de la traduction, plan social invisible : Harlequin passe à l'IA","firstPublishedAt":"2026-11-01T03:17:14.340087+00:00","updatedAt":"2026-11-01T03:17:14.340087+00:00","scopeVersion":"facts-v3","tags":["work","translation","publishing","freelance","machine-translation","ai-replacement"]},{"id":"2024-spanish-court-upholds-translators-dismissal-after-employer-blamed-clients-switch-to-ai-translation","caseFacts":{"claims":[{"id":"c1","status":"reported","evidence":[{"locator":"La empleada llevaba trabajando para la empresa desde enero de 2007, como traductora, y tenía un contrato indefinido a tiempo completo ... En mayo de 2024, le comunicaron su despido objetivo con efectos desde el día 31, cuando ya acumulaba una antigüedad de más de 17 años.","relation":"supports","source_id":"s1"},{"locator":"Una relación laboral que, sin embargo, terminaba abruptamente en mayo de 2024, cuando la empresa comunicaba a la trabajadora la decisión de extinguir su contrato de trabajo por causas objetivas.","relation":"supports","source_id":"s2"}],"assertion":"A translator employed full time by a translation and interpreting company since January 2007 was notified in May 2024 of an objective dismissal, after more than 17 years of service.","causal_attribution":"Facts of the case as relayed from the judgment by two legal-news outlets."},{"id":"c2","status":"reported","evidence":[{"locator":"«Nuestro sector se ve afectado por una transformación profunda como consecuencia de la introducción de las nuevas tecnologías, reforzado esto con la aparición de la IA. Parte de las traducciones que los clientes encargaban a las empresas de traducción han desaparecido porque los clientes realizan esas traducciones por sus propios medios","relation":"supports","source_id":"s2"},{"locator":"El motivo principal del despido fue la transformación “profunda” que había atravesado el sector de la traducción debido a la introducción de nuevas tecnologías y la Inteligencia Artificial. Muchos clientes habían dejado de encargar traducciones al usar herramientas automáticas disponibles en internet, lo que obligó a la compañía a bajar los precios. Esto, irremediablemente, les provocó un descenso de los ingresos, lo que, en este caso, puso a la compañía en situación económica negativa.","relation":"supports","source_id":"s1"}],"assertion":"The employer's dismissal letter attributed the dismissal to a transformation of the translation sector reinforced by AI, saying part of the translations clients used to order had disappeared because clients now did them by their own means.","causal_attribution":"The employer's stated reason as quoted and summarised in the reports; not a court finding that AI caused the decline."},{"id":"c3","status":"reported","evidence":[{"locator":"En concreto, la empresa pasó de tener beneficios mínimos en 2022 a registrar pérdidas de 10.995,27 euros en 2023. Esta situación empeoró drásticamente en el primer trimestre de 2024, acumulando pérdidas de 16.471,00 euros.","relation":"supports","source_id":"s1"}],"assertion":"The company reported losses of 10,995.27 euros in 2023 and 16,471 euros in the first quarter of 2024 and said cutting costs was needed to avoid closure.","causal_attribution":"The employer's figures as reported; the worker disputed them (c5)."},{"id":"c4","status":"reported","evidence":[{"locator":"La traductora, no conforme con el despido, decidió impugnarlo, pero el Juzgado de lo Social Nº3 de Valladolid desestimó su demanda, declarándolo procedente. ... Por todo lo anterior, el Tribunal Superior de Justicia de Castilla y León desestimó el recurso de la trabajadora y confirmó íntegramente la sentencia de instancia, ratificando la procedencia del despido. ... No obstante, esta sentencia no era firme y contra la misma cabía interponer un recurso de casación para la unificación de doctrina ante el Tribunal Supremo.","relation":"supports","source_id":"s1"},{"locator":"El caso llegó al Juzgado de lo Social nº 3 de Valladolid, que desestimó íntegramente las pretensiones de la trabajadora frente a la empresa de traducciones. ... Las cifras aportadas por la empresa convencieron al tribunal, que consideró justificado el despido objetivo por razones económicas y confirmó la sentencia de instancia.","relation":"supports","source_id":"s2"}],"assertion":"The social court no. 3 of Valladolid rejected the translator's claim, and the High Court of Justice of Castilla y Leon dismissed her appeal and upheld the dismissal as justified on economic grounds; the ruling was reported as not final.","causal_attribution":"Court outcome as reported by two outlets relaying the same judgment."},{"id":"c5","status":"reported","evidence":[{"locator":"La defensa de la trabajadora argumentó que la empresa había facturado más de 300.000 euros en años anteriores, con beneficios de entre 300 y 400 euros, y que «no se pueden considerar acreditadas las cantidades de las pérdidas que se reflejan en la carta de despido».","relation":"supports","source_id":"s2"},{"locator":"En último lugar, la trabajadora argumentó que la decisión de despedirla a ella y no al otro empleado fue arbitraria, pero el tribunal rechazó de nuevo este argumento por falta de datos.","relation":"supports","source_id":"s1"}],"assertion":"The translator argued that the losses in the dismissal letter were not proven, citing earlier turnover above 300,000 euros, and that choosing her rather than the other employee was arbitrary; the High Court rejected both arguments.","causal_attribution":"The worker's arguments and the court's response as reported."},{"id":"c6","status":"reported","evidence":[{"locator":"El Tribunal Superior de Justicia de Castilla y León dictó, el 15 de septiembre de 2025, uno de los primeros pronunciamientos en España que analiza si la transformación empresarial derivada de la implantación de Inteligencia Artificial puede servir de base para un despido objetivo (rec. 2003/2025). ... A medida que estas soluciones se generalizaron, cada vez más clientes empezaron a traducir directamente con IA, reduciendo la contratación de servicios profesionales.","relation":"supports","source_id":"s3"}],"assertion":"A training firm's commentary dates the High Court ruling to 15 September 2025 (appeal 2003/2025) and says clients increasingly translated directly with AI as the tools spread.","causal_attribution":"Commentary on the same judgment; the date and appeal number were not checked against the judgment."}],"effects":[{"label":"translator dismissed after 17 years, employer citing clients switching to AI translation","claim_id":"c1","direction":"negative"},{"label":"dismissal upheld by the social court and on appeal","claim_id":"c4","direction":"negative"}],"sources":[{"id":"s1","url":"https://www.noticiastrabajo.es/empleo/derechos-trabajador/una-traductora-con-17-anos-de-antiguedad-es-despedida-por-culpa-de-la-inteligencia-artificial-la-empresa-entro-en-crisis-por-el-auge-de-las-herramientas-de-traduccion-automatica/","kind":"news_report","access":"read","language":"es","translation_note":"Read in Spanish by the research agent (an AI) on 2026-11-01 (HTTP 200, published 15 Feb 2026). Translated by the research agent (an AI); no human translator. The article reports the judgment; the judgment itself was not read.","independence_group":"castilla-leon-high-court-translator-judgment-relays"},{"id":"s2","url":"https://confilegal.com/20260401-traductora-despedida-porque-la-ia-hace-ya-innecesario-su-trabajo-aunque-la-empresa-no-la-utilice/","kind":"news_report","access":"read","language":"es","translation_note":"Read in Spanish by the research agent (an AI) on 2026-11-01 through a Wayback Machine capture (the live page returned HTTP 403; article published 1 Apr 2026). Translated by the research agent (an AI); no human translator. The article reports the judgment, quoting the dismissal letter and the court; the judgment itself was not read.","independence_group":"castilla-leon-high-court-translator-judgment-relays"},{"id":"s3","url":"https://www.grupo2000.es/inteligencia-artificial-justificar-despido/","kind":"commentary","access":"read","language":"es","translation_note":"Read in Spanish by the research agent (an AI) on 2026-11-01 (HTTP 200, published 21 Jul 2026). A training company's commentary; used only for the ruling date and appeal number. Translated by the research agent (an AI); no human translator.","independence_group":"castilla-leon-high-court-translator-judgment-relays"}],"version":1,"ai_roles":["others_use"],"contexts":["work","justice"],"unknowns":["The text of the High Court judgment and of the first-instance ruling.","Whether the ruling was appealed to the Supreme Court.","How much of the company's decline the court attributed to clients' use of AI tools, beyond the employer's letter.","Where the company operates and where the translator lives."],"geography":{"basis":"The case was decided by the social court no. 3 of Valladolid and the High Court of Justice of Castilla y Leon under the Spanish Workers' Statute, as reported. The reports do not state where the company operates or where the translator lives, so those are left unknown rather than inferred from the courts' seat.","court_countries":["ES"],"event_countries":[],"affected_person_countries":[]},"publication":{"basis":"Published as a consequential response to AI adoption: two legal-news outlets report that an employer dismissed a translator, citing clients who now translate with AI tools, and that the courts upheld the dismissal; the employer's account of the AI link is attributed.","reviewed_on":"2026-11-01"},"ai_involvement":{"basis":"The harm is the employer's dismissal of a translator in response to clients' adoption of AI translation. According to the dismissal letter as quoted by Confilegal and summarised by Noticias Trabajo, part of the translations clients used to order had disappeared because clients now did them by their own means with AI and automatic tools, and the resulting fall in revenue was the stated ground for the dismissal. No source says an AI system produced any output about the translator, so the relation is unknown under the consequential-response exemption.","status":"reported"},"person_relations":["unknown"]},"name":"Spanish court upholds translator's dismissal after employer said clients had switched to AI translation, legal press reports","summary":"Noticias Trabajo and Confilegal report that a translation and interpreting company dismissed a translator on objective grounds in May 2024, after 17 years in the job. According to the dismissal letter as quoted by Confilegal, the sector had been transformed by new technologies reinforced by the appearance of AI, and part of the translations clients used to order had disappeared because clients now did them by their own means. Noticias Trabajo reports that the company cited a fall in revenue and losses of about 11,000 euros in 2023 and 16,471 euros in the first quarter of 2024. The translator challenged the dismissal, arguing that the losses were not proven and that choosing her over the other employee was arbitrary. The social court no. 3 of Valladolid rejected her claim, and the High Court of Justice of Castilla y Leon dismissed her appeal and upheld the dismissal as justified on economic grounds; a training firm's commentary dates that ruling to 15 September 2025. Noticias Trabajo says the ruling was not yet final. The courts' reasoning, as reported, rests on the company's accounts; how much of the decline the AI tools caused was the employer's account.","incidentDate":"2024-05-01","incidentKind":"single_event","incidentDatePrecision":"month","exposurePattern":"unknown","reportedDate":"2026-02-15","aiSystem":"Artificial-intelligence and automatic translation tools that, according to the employer's dismissal letter as reported, clients used to do their own translations instead of ordering them; no product is named","aiProduct":"Unidentified machine-translation tools","severity":"medium","verificationStatus":"credible","harmCategories":[],"harmOutcomes":["professional_harm"],"harmOutcomeSummary":"The translator lost her job of more than 17 years in May 2024 in a dismissal the employer attributed to clients doing their own translations with AI and automatic tools; the courts upheld the dismissal, according to Noticias Trabajo and Confilegal.","frameworkFacets":[],"causationStatus":"alleged","participantUsersAffectedMin":0,"otherPeopleHarmedMin":1,"affectedCountStatus":"exact","affectedCountEvidence":"One counted: the dismissed translator (Noticias Trabajo, Confilegal).","victimAgeRange":"adult","platformType":"other","outcomeType":"lawsuit_dismissed","outcomeStatus":"unknown","primarySourceUrl":"https://www.noticiastrabajo.es/empleo/derechos-trabajador/una-traductora-con-17-anos-de-antiguedad-es-despedida-por-culpa-de-la-inteligencia-artificial-la-empresa-entro-en-crisis-por-el-auge-de-las-herramientas-de-traduccion-automatica/","primarySourceLabel":"Noticias Trabajo, 15 Feb 2026: translator with 17 years' service dismissed as AI translation hit her employer","firstPublishedAt":"2026-11-01T03:08:06.715925+00:00","updatedAt":"2026-11-01T03:08:06.715925+00:00","scopeVersion":"facts-v3","tags":["translation","dismissal","employment-court","machine-translation","job-loss"]},{"id":"2023-duolingo-contract-translator-says-offboarded-with-half-their-team-as-company-shifted-translation-work-to-ai","caseFacts":{"claims":[{"id":"c1","status":"reported","evidence":[{"locator":"'I was one of the translations off boarded. I’m so sad.'; 'I worked there for five years. Our team had four core members and two of us got the boot.'; 'And I worked in one of their top three languages.'","relation":"supports","source_id":"s1"},{"locator":"'writing that they were offboarded as a contractor on December 15, with a screenshot of an email from the company attached to the post'","relation":"supports","source_id":"s2"}],"assertion":"The poster says they had worked for Duolingo for five years as a contract translator in one of its top three languages and were off-boarded in December 2023, and that two of their team's four core members were let go.","causal_attribution":"The poster's own account; TechCrunch relays it."},{"id":"c2","status":"reported","evidence":[{"locator":"'The reason they gave is that AI can come up with content and translations, alternative translations, and pretty much anything else translators did.'; 'The two who remained will just review AI content to make sure it’s acceptable.'","relation":"supports","source_id":"s1"},{"locator":"'They kept a couple people on each team and call them content curators. They simply check the AI crap that gets produced and then push it through'","relation":"supports","source_id":"s2"}],"assertion":"The poster says the reason given was that AI can produce content and translations, and that the remaining team members now review AI content.","causal_attribution":"The poster attributes the AI reason to the company; no written statement of that reason to the poster was retrieved, and the attached email gives no reason."},{"id":"c3","status":"reported","evidence":[{"locator":"'The company confirmed it cut around 10% of its contractor workforce at the end of 2023'; 'the company also confirmed that part of the reason it no longer needed as many people was attributable to AI.'","relation":"supports","source_id":"s2"},{"locator":"'While not all layoffs were due to the technology, the language learning company let go of some contractors at the end of 2023 to make room for AI-related changes in how content is generated and shared.'","relation":"supports","source_id":"s3"},{"locator":"'it would be an “oversimplification” to say that AI is the sole reason for the reduction in jobs.'","relation":"supports","source_id":"s4"}],"assertion":"Duolingo said it cut about 10% of its contractor workforce at the end of 2023, that part of the reason it needed fewer people was AI, and that AI was not the sole reason.","causal_attribution":"Company statements relayed by three outlets; one origin (Duolingo), so reported."},{"id":"c4","status":"reported","evidence":[{"locator":"'A company spokesperson explained to us that GPT is used to translate sentences and then “human experts validate that the output quality is high enough for teaching'","relation":"supports","source_id":"s2"},{"locator":"'Duolingo says AI will increasingly be used to perform tasks such as creating sentences for courses, producing lists of acceptable translations and reviewing user error reports'","relation":"supports","source_id":"s3"}],"assertion":"Duolingo said GPT is used to translate sentences, with human experts validating the output, and that AI would increasingly create sentences, produce lists of acceptable translations and review error reports.","causal_attribution":"Company's description of its own AI use."},{"id":"c5","status":"reported","evidence":[{"locator":"'the company disputed calling the departures “layoffs,” saying that only a “small minority” of Duolingo’s contractors were let go as their projects wrapped.'","relation":"supports","source_id":"s2"},{"locator":"'Duolingo says no full-time employees were involved in the layoffs and that it attempted to find alternate roles for all those being let go before turning to “off-boarding” as a last option.'","relation":"supports","source_id":"s3"}],"assertion":"Duolingo disputed calling the departures layoffs, said only a small minority of contractors were let go as projects wrapped, that no full-time employees were involved, and that it tried to find alternate roles first.","causal_attribution":"Company's qualifications of the cuts."}],"effects":[{"label":"contract translator off-boarded after five years, with half the team (poster's account)","claim_id":"c1","direction":"negative"},{"label":"poster says the stated reason was that AI can do translators' work","claim_id":"c2","direction":"negative"},{"label":"Duolingo cut about 10% of contractors, partly because of AI by its own account","claim_id":"c3","direction":"negative"}],"sources":[{"id":"s1","url":"https://www.reddit.com/r/duolingo/comments/18sx06i/big_layoff_at_duolingo/","kind":"forum_post","access":"read","language":"en","translation_note":"Read in English on 2026-10-26: the post and the poster's 13 comments in the thread through the arctic_shift archive API (post by author, comments by link ID), and the live post through Reddit's RSS feed at about 03:00 UTC, whose text matches the archive. The live feed now shows the author as deleted; the poster's comments could not be checked live (HTTP 429). The handle is not recorded.","independence_group":"reddit-duolingo-translator-poster"},{"id":"s2","url":"https://techcrunch.com/2024/01/09/duolingo-cut-10-of-its-contractor-workforce-as-the-company-embraces-ai/","kind":"news_report","access":"read","language":"en","translation_note":"Read in English on 2026-10-26 (HTTP 200, full article body).","independence_group":"techcrunch-duolingo-2024-01-09"},{"id":"s3","url":"https://www.cnn.com/2024/01/09/tech/duolingo-layoffs-due-to-ai/index.html","kind":"news_report","access":"read","language":"en","translation_note":"Read in English on 2026-10-26 (HTTP 200, full article body).","independence_group":"cnn-duolingo-2024-01-09"},{"id":"s4","url":"https://www.semafor.com/article/01/09/2024/duolingo-cuts-contractors-as-it-further-embraces-ai","kind":"news_report","access":"read","language":"en","translation_note":"Read in English on 2026-10-26 (HTTP 200, full article body).","independence_group":"semafor-duolingo-2024-01-09"}],"version":1,"ai_roles":["institutional_use"],"contexts":["work"],"unknowns":["How many contractors were let go in total and how many of those departures Duolingo attributes to AI.","What the company told the poster about the reason in writing; the attached exit-survey email gives none.","Where the poster and the other contractors worked.","Whether the poster later found other work or pursued any claim."],"geography":{"basis":"Duolingo is headquartered in Pittsburgh, but the sources do not say where the contractors worked or lived; headquarters is not treated as the event location.","court_countries":[],"event_countries":[],"affected_person_countries":[]},"publication":{"basis":"Published as a consequential response to a decision to adopt AI: a contract translator's first-person account of being off-boarded with half their team, and Duolingo's own statements that it cut about 10% of contractors partly because of AI. The translator's account is attributed and the company's qualification that AI was not the sole reason is kept.","reviewed_on":"2026-10-26"},"ai_involvement":{"basis":"This is a consequential response to a decision to adopt AI. Duolingo told TechCrunch that GPT translates sentences before human experts validate them, told CNN that contractors were let go to make room for AI-related changes in how content is generated, and confirmed to Bloomberg (as TechCrunch reports) that part of the reason it needed fewer people was AI. The translator says the reason given to them was that AI can produce content and translations. No AI output or action toward the translator is described, and the company says AI was not the sole reason.","status":"reported"},"person_relations":["unknown"]},"name":"Duolingo contract translator says they and half their team were off-boarded as the app shifted translation work to AI; company said AI was part of the reason","summary":"In a post and comments on r/duolingo on 28 December 2023, a person who says they had worked as a contract translator for Duolingo for five years writes that they were off-boarded about two weeks earlier, that two of their team's four core members were let go, and that the reason given was that AI can produce content and translations, with the two who remained reviewing AI output. In January 2024 Duolingo told TechCrunch, CNN and Semafor that it had cut about 10% of its contractor workforce at the end of 2023. It told CNN that not all of the cuts were due to AI but that contractors were let go to make room for AI-related changes in how content is generated, and told Semafor that calling AI the sole reason would be an oversimplification. It disputed the word layoffs and said only a small minority of contractors were let go as projects wrapped. The translator's account of what they were told is theirs alone; no company statement addresses any individual contractor.","incidentDate":"2023-12-01","incidentKind":"bounded_series","incidentDatePrecision":"month","exposurePattern":"unknown","reportedDate":"2023-12-28","aiSystem":"OpenAI GPT models that Duolingo uses to generate course sentences and translations, which human experts then validate, according to the company and TechCrunch","aiProduct":"GPT-4 (reported)","severity":"medium","verificationStatus":"credible","harmCategories":[],"harmOutcomes":["professional_harm","psychological_distress"],"harmOutcomeSummary":"A contract translator says they lost five years of work with Duolingo, along with half their team, and were told AI could now do translators' work; Duolingo confirmed cutting about 10% of contractors and said AI was part, but not all, of the reason.","frameworkFacets":[],"causationStatus":"alleged","participantUsersAffectedMin":0,"otherPeopleHarmedMin":2,"affectedCountStatus":"partial","affectedCountEvidence":"Two people are counted: the poster and the second of their team's four core members who, by the poster's account, was also let go. Duolingo says about 10% of its contractors were cut but gave no number, and the AI-related share is unstated, so other affected contractors are unquantified. Neither counted person is a direct AI user; the harm is the company's staffing decision.","victimAgeRange":"adult","jurisdiction":"unknown","platformType":"other","outcomeStatus":"resolved","primarySourceUrl":"https://www.reddit.com/r/duolingo/comments/18sx06i/big_layoff_at_duolingo/","primarySourceLabel":"r/duolingo, 28 December 2023: \"Big layoff at Duolingo\"","firstPublishedAt":"2026-10-26T03:09:51.720373+00:00","updatedAt":"2026-10-26T03:09:51.720373+00:00","scopeVersion":"facts-v3","tags":["employment","contractors","translation","ai-replacement","institutional-use","consequential-response","reddit","first-person"]}]}