The challenge in Ed-TechEd-Tech products that bolt on a general model get confidently wrong answers that contradict the course, undermine the instructor, and erode trust with learners and the institutions that buy. The value is not a model that knows everything — it is one that answers strictly from your curriculum, textbooks, and lesson content, and points the learner to where the answer lives so they can keep learning rather than copy a result.
Example Workflows
What this looks like in practice.
Curriculum-grounded tutoring
- 01Ingest course materials, textbooks, lecture transcripts, and problem sets
- 02Chunk and embed by topic so concepts and worked examples stay retrievable
- 03Retrieve the relevant lesson passages for a learner question
- 04Answer only from the curriculum, citing the lesson or section it draws on
- 05Offer the source so the learner can read further instead of just taking the answer
Instructor and content search
- 01Index the full content library across courses into one corpus
- 02Let instructors find existing explanations, examples, and assessments by meaning
- 03Surface gaps where a topic lacks coverage to support content planning
Outcomes
What you can expect.
Learners get answers that match the course and cite the lesson, not the open web
Instructors find and reuse existing explanations and assessments by meaning
Responses stay inside your pedagogy, protecting trust with schools and learners
New courses and editions enter the corpus without re-engineering retrieval