Mexico's National Autonomous University (UNAM) has abruptly ended its contract with Territorium Life, the firm that administered the university's virtual entrance exam, after an artificial‑intelligence monitoring system raised alarms of large‑scale cheating. The decision, reported by El Financiero, comes as the university announced that tens of thousands of candidates must repeat the exam, a move that could reshape admissions for the 2024‑2025 academic year.
AI‑Monitored Exam Triggers Cheating Probe
UNAM introduced an AI‑based proctoring platform for its online entrance test, a first for the institution and one of the most ambitious uses of the technology in higher‑education admissions in Latin America. According to Fast Company and Gizmodo, the system flagged an unusually high proportion of test‑takers for irregularities such as simultaneous device usage and improbable answer patterns. The university’s own statement, cited by The Guardian, described the findings as “indicative of coordinated attempts to circumvent exam security.”
"Approximately 58,000 applicants will be required to retake the entrance exam," The Guardian reported.
While the 58,000 figure appears in several outlets, other reports give slightly different totals: Mexico News Daily mentioned “nearly 60,000” students, whereas PressReader suggested that as many as 75,000 may have benefited from the breach. The disparity reflects the evolving nature of the investigation and the university’s ongoing effort to verify the exact scale of the irregularities.
Mass Retake and Contract Termination
In response to the AI alerts, UNAM announced that the affected candidates must sit for a fresh, in‑person examination. The university also published the minimum qualifying score required for each program, a detail first disclosed by La Jornada, to give applicants a clear benchmark for the upcoming test.

Simultaneously, UNAM terminated its agreement with Territorium Life, the private company responsible for delivering the virtual test platform. El Financiero reported that the contract cancellation is effective immediately, and that the university will seek an alternative provider for future digital assessments. The move underscores UNAM’s determination to safeguard the integrity of its admissions process, a cornerstone of its reputation as Mexico’s premier public university.
Implications for Mexico’s Higher‑Education Landscape
UNAM enrolls over 350,000 students and its entrance exam is a pivotal gateway for high‑school graduates across the country. The scandal has ignited a broader debate about the role of AI in academic assessment, with critics warning that reliance on automated monitoring can produce false positives and exacerbate inequities. Proponents argue that, despite the current setback, AI tools remain essential for scaling secure testing in a post‑pandemic environment.
University officials, quoted by Town & Country Magazine, emphasized that the decision to rescind the contract does not reflect a failure of AI per se, but rather a mismatch between the technology’s deployment and the university’s operational requirements. They indicated that a thorough audit of the AI system’s algorithms will be conducted before any future digital examinations are reinstated.

Students affected by the retake have been given a brief window to register for the new test, which will be held at designated UNAM campuses under strict supervision. The university has pledged to provide additional resources, including preparatory workshops, to mitigate the impact on applicants who may have been unfairly flagged.
The episode serves as a cautionary tale for institutions worldwide that are accelerating digital transformation in admissions. As UNAM navigates the fallout, its actions will likely influence policy discussions in other Latin American universities contemplating AI‑driven testing solutions.