A pragmatic look at AI features that actually move the needle in higher education — not the demos, the deployments.

The Hype

  • AI tutors that replace lecturers
  • Automated essay grading
  • Predictive student success models

What's Actually Deployable

1. Intelligent Q&A on Course Materials

Students ask questions, AI surfaces relevant content from uploaded materials. Works today, costs cents per query.

2. Assignment Plagiarism Detection

Compare submissions against uploaded corpus and web content. Catches copy-paste, flags suspicious patterns.

3. Automated Administrative Responses

70% of student queries are about deadlines, fees, and procedures. AI handles these, freeing staff for complex cases.

4. Exam Question Generation

Generate variations of practice questions based on learning objectives. Reduces lecturer workload.

What Doesn't Work Yet

  • Automated essay grading (too many false positives)
  • Predictive models (not enough local training data)
  • Full AI tutors (connectivity requirements too high)

Want to deploy AI that works? Our Jarvis integration includes the deployable features, none of the hype.