Universities run large operations and face the AI-and-assessment question head-on. The operational opportunities are clear; the teaching ones need careful governance. Here’s how in 2026. (dgm implements osFoundry as an independent partner; academic policy stays with the institution.)

Where AI helps

  • student enquiry handling;
  • admissions and clearing support;
  • professional-services back-office;
  • research data management and knowledge retrieval; and
  • marking/assessment support (with integrity safeguards).

Operational and professional-services use cases are often the strongest start; teaching/assessment uses need careful integrity governance.

The guidance

  • Jisc (incl. the National Centre for AI) — maturity toolkits and frameworks for responsible adoption;
  • UCISA — supports university IT leaders;
  • OfS — regulates in England;
  • UK GDPR — for student data; and
  • institutional autonomy — each university sets its own AI policy within sector guidance.

Academic integrity

The distinctly HE question: academic integrity and assessment security. AI can support marking and feedback with safeguards, but assessment design and integrity rules must adapt. This is a teaching-and-learning governance question, distinct from operational AI — handle it through institutional policy.

Data and IP

Keep student data in the institution’s control (self-hosting or an EU region), minimise what AI processes, and govern research data and IP. Avoid student data going into ungoverned consumer AI.

Where osFoundry and dgm fit

dgm builds data-controlled AI on osFoundry for operational and professional-services use cases: data control (self-hosting or an EU region; it publishes US/EU/JP regions, not a UK one), audit, and human oversight. Its retrieval/knowledge-base capabilities suit enquiry handling and knowledge management across a large institution.

dgm is an independent integration partner with zero integrations so far — no university case studies to claim. Academic policy and integrity stay with the institution. To scope an operational university AI project, book a consultation with dgm. Not academic or legal advice.