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Higher education

Assessment and feedback automation

From repetitive assessment administration to educator-governed AI support, with academic judgement kept firmly with the educator.

The situation

EduMark AI began with a practical workflow problem in higher education. Educators need to review student work carefully, apply assessment criteria, provide useful feedback and record outcomes, but many of those steps are repetitive and time-intensive. Aivomate redesigned the workflow so AI handles the repeatable preparation while the educator remains responsible for academic judgement and final approval.

Assessment review

Awaiting educator

Against the rubric

Understanding of the topic Strong
Use of evidence Developing
Structure and clarity Strong

Draft feedback

Approve Edit

The workflow, before and after

Same process, same people, same systems. What changes is how much of it has to be carried by hand.

How it works today

Every step needs someone
  1. 1 Student work received
  2. 2 Educator reviews every response
  3. 3 Checks rubric and criteria
  4. 4 Drafts feedback
  5. 5 Determines and records mark
  6. 6 Returns feedback

With Aivomate

People handle the exceptions
  1. 1 Student work enters workflow
  2. 2 AI analyses against the rubric
  3. 3 Draft assessment and feedback prepared
  4. 4 Educator reviews and edits
  5. 5 Educator approves
  6. 6 Feedback released

What the organisation gets

Faster preparation

The repeatable part of assessment is ready before the educator opens it, so their time goes to judgement rather than drafting.

More consistent feedback

Every piece of work is prepared against the same rubric in the same structure, which makes marking easier to moderate.

Manageable at scale

Larger cohorts stop being a proportional increase in administrative load.

What changes

AI handles the repeatable preparation, structures the draft feedback and supports consistency. The workflow becomes faster and far easier to manage at scale.

What stays human

The educator retains academic judgement. They review the AI output, make any changes required, and approve the final assessment and feedback before it reaches a student.

Nothing is released to a student without educator approval. The draft is a starting point, never a decision.

What process could we transform for you?

Show us one repetitive task or an end-to-end workflow. We will map the current process, identify where AI and automation create value, and design the future flow.