FE colleges juggle large learner numbers, heavy reporting, and tight budgets — a strong case for proportionate AI. Here’s how in 2026. (dgm implements osFoundry as an independent partner; academic and safeguarding policy stays with the college.)
Where AI helps
- learner enquiry handling;
- admissions and enrolment admin;
- marking and feedback support (with integrity safeguards);
- reporting and data returns; and
- back-office automation.
Operational and admin use cases are the easier, lower-risk start; teaching/assessment uses need integrity and safeguarding governance.
The guidance
- Jisc — toolkits and frameworks for responsible adoption;
- UK GDPR — for learner data (many learners are under 18, raising safeguarding and children’s-data considerations); and
- college autonomy — each sets its own AI policy within sector guidance.
Affordability and budgets
Usage-priced AI with no per-seat fees helps colleges adopt AI within tight budgets, and operational use cases deliver quick efficiency. Start with a focused, proportionate use case.
Safeguarding and data
Keep learner data in the college’s control (self-hosting or an EU region), minimise what AI processes, and govern carefully given under-18 learners. Avoid learner data going into ungoverned consumer AI.
Where osFoundry and dgm fit
dgm builds affordable, data-controlled AI on osFoundry: usage-priced with no per-seat fees, data control (self-hosting or an EU region; it publishes US/EU/JP regions, not a UK one), audit and oversight, for operational and admin use cases.
dgm is an independent integration partner with zero integrations so far — no college case studies to claim. Academic and safeguarding policy stays with the college. To scope an affordable FE AI project, book a consultation with dgm. Not academic or safeguarding advice.