- Study and assessment assistants transcribe a recorded lecture, summarize its key concepts and generate quiz questions with answers.
- Enterprise h2oGPTe answers from your own textbooks, slides and rubrics and shows the sources behind each answer.
- For handwritten exams, the assistant transcribes each answer, compares it with the marking rubric and drafts a score and feedback; a teacher sets the final mark.
- Lecture recordings and student work stay on infrastructure you control.
Your course material is rich, and every quiz still starts from a blank page
Your faculty record lectures, write slides and keep solution sets, yet each quiz, summary and study guide is written by hand. Students want practice questions and explanations late at night, when no tutor is available.
Marking is the heaviest load. A stack of handwritten papers takes days to mark, and feedback often reaches students after the class has moved on.
How study and assessment assistants work
The pattern is retrieval-augmented generation over your course collection: a large language model answers from your material, not from general knowledge.
Step 1: build the course collection
Add textbooks, slides, reference readings, solution sets, marking rubrics and example answers.
Step 2: transcribe the lecture
Speech-to-text turns a recording into text, including spoken formulas and slide references.
Step 3: summarize and quiz
The assistant writes key concepts with supporting points, then multiple-choice, short-answer and coding questions with answers and brief explanations.
Step 4: read the handwriting
Intelligent character recognition reads scanned handwritten answers, including diagrams, dates and names.
Step 5: draft the marks
The assistant compares each answer with the rubric, drafts a score and per-question feedback, and writes a class report of common mistakes. The teacher reviews and sets the final mark.
Step 6: tutor between classes
A study agent builds a day-by-day plan from a student's quiz scores and weak topics, writes practice problems with hints, and adapts the next day's plan.
Checking every answer against its source
Citations let a teacher or student check an answer against its source. Personal data can be redacted before a model sees it, and recordings and student work stay on infrastructure you control, in any of four deployment options.
Starting with the questions your team already answers
A single course is enough to see the pattern: one set of recordings, slides and a rubric shows whether the summaries, quizzes and draft marks hold up against what your faculty would write by hand. What works for one course extends to the next without rebuilding the approach.