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Marking, feedback and classroom experience

Evidence to help you evaluate TeachEdge

Explore students’ experiences, a teacher’s intervention and an illustrative feedback example. Each answers a different question about using AI marking in school.

Student survey · Published 19 February 2026

How students experienced the feedback

The King’s School, Chester shared 148 student responses across GCSE and A Level Business and Economics after around 18 months of use. The published account states that the school designed and ran the survey independently of TeachEdge.

Agreed the feedback was clear and understandable
91.2%
Agreed it helped them understand how to improve answers
84.5%

These are students’ reported perceptions in one school. The survey also asks about trust in marking; it does not measure agreement with independently awarded marks or establish attainment gains.

Read the survey findings and context

Classroom case study · Published 15 August 2025

Feedback alongside one-to-one teaching

Stephen Walton at The King’s School, Chester combined TeachEdge feedback with regular one-to-one support for 15 GCSE Business intervention students. The case study reports that 14 improved their grades between Year 10 and Year 11 mock exams.

The results describe that combined intervention. They do not isolate TeachEdge’s contribution or predict what another class will achieve. The useful detail is how the teacher connected feedback, discussion and further practice.

Read the classroom case study

Illustrative example

Inspect a draft mark and feedback

Follow a History response through a suggested mark, strengths, improvement priorities and teacher review. Use it to explore the kind of feedback a teacher would check and discuss with a student.

This is an illustration of the workflow. It is not a marking-accuracy benchmark or a measure of the review time needed for your subject.

Explore the feedback example

What to check in your own setting

Use representative work to assess marking decisions, the usefulness of feedback and the time needed to review it. Record where teachers agree or disagree and what students do with the feedback.

A school pilot can help you decide which uses fit your subjects and teaching routines. Include preparation, correction, costs and feedback return in the evaluation.

Plan a school evaluationTry an individual response

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TeachEdge is a web-based education application used by teachers in UK secondary schools. Disclaimer: TeachEdge.ai is independent of, and not endorsed by, any examination board.

TeachEdge.ai is a UK-built platform that helps secondary teachers give better marking and feedback on essays and longer exam-style questions, without the copy-and-paste admin. It supports Class Marking for full class assignment workflows, Quick Mark for individual responses, and Exam Script Marking for scanned student responses.

As an AI teaching tool, TeachEdge supports AI assessment and AI feedback with teacher control. Teachers can set tasks for a class, students can submit through their own portal, or teachers can upload scanned responses through Exam Script Marking. TeachEdge produces draft marks and feedback calibrated to the relevant exam board. Manual release is the default in Class Marking; teachers can enable automatic release.

TeachEdge supports assessment across Economics, Business, Accounting, History, Psychology, Sociology, Law, Religious Studies, Philosophy, Politics, Geography, Classics, Criminology, Biology, Chemistry, Physics, Environmental Science, Mathematics, Further Mathematics, Computer Science, English Language, English Literature, English Language & Literature, Media Studies, Film Studies, Music, French, Spanish, Health & Social Care, and Food & Nutrition. Available qualifications, exam boards and question types vary by subject. The aim is simple: reduce marking load while making feedback clearer, more consistent, and more useful for students to act on — practical AI for teachers that fits normal classroom routines.

Teach Edge also includes personalised tutoring. Teachers set the topic and students work through a one-to-one conversation that starts with a short baseline check and then proceeds in a Socratic, scaffolded way. Crucially, teachers can review full conversations and see summaries of student understanding or misconceptions, including class-level patterns, so tutoring feeds directly back into teaching — another way Teach Edge supports AI feedback that teachers can trust and act on.

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