Education
Education & EdTech.Tutors that teach your curriculum, not the open internet.
Fine-tune on your syllabus, marking rubrics and past student work to build tutors, graders and study tools that stay inside the material you actually teach — with student records kept on infrastructure you control.
- Model weights, exportableYours
- Where student data staysIn-houseWhen self-hosted.
- Grading aligned to your own criteriaRubric
The problem
General-purpose chatbots answer off-syllabus, happily do the assignment for the student, and require sending minor students' work to third-party APIs, which many institutions restrict.
How Langtrain helps
Purpose-built for Education.
Curriculum-Bounded Answers
Trained on your syllabus and set texts, so explanations use the notation, method and vocabulary your students were taught.
Socratic Guardrails
Configure the model to scaffold rather than solve — hints and leading questions instead of finished answers on assessed work.
Student Privacy by Design
Self-hosted, submissions, grades and identifiers stay inside your own infrastructure. A design choice, not a compliance certification.
Rubric-Aligned Grading
Fine-tune on marked exemplars so draft feedback matches how your department actually awards marks.
Multilingual Support
Serve the same course to students in their first language without maintaining separate content pipelines.
Gap Analytics
Aggregate where students get stuck across a cohort and feed it back into teaching, not just individual remediation.
Applications
What teams actually build.
- 01
On-Syllabus Tutor
Students ask questions at 2am and get an explanation in the exact method taught in lectures, with a pointer to the relevant week's notes.
- 02
Draft Feedback for Markers
Produce a first-pass rubric-aligned comment set that a human marker edits and signs off, cutting turnaround without removing the teacher.
- 03
Practice Question Generation
Generate unlimited variations of problems at a target difficulty, complete with worked solutions for the instructor.
- 04
Accessibility Support
Rewrite dense course material at different reading levels, or into plain-language summaries, without altering the underlying content.
Check it first
Don't take our word for it. Test it on your own cases.
- 01
Hold back real cases
Keep 50 to 100 real examples out of the training data, with the answers you would accept.
- 02
Ask both models
Put the same questions to the base model and to your fine-tune, and read the answers side by side.
- 03
Have an expert review
Before anything ships, a teacher checks the answers and decides whether it is good enough.
How to run it: the quick start
No certifications yet: we have not completed a SOC 2 or ISO 27001 audit. For regulated data, train in your own environment.
Ready for Education?Start with your own data.
Talk to us, or start fine-tuning on the free plan.