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AI Course Builder: auto-generate, edit by chat, 8 lesson editors

Turn a PDF/DOCX/PPTX into a structured course with the Auto Course Generator, refine it with 8 interactive lesson editors, and manage it by chat with the AI Course Editor and CourseReview agents.

2026-05-31 6 min
Resposta curta

Studeia turns a PDF/DOCX/PPTX into a structured course with the Auto Course Generator (document extraction + an LLM pipeline that produces modules, lessons and formatted content). You refine it in the Lesson Builder's 8 interactive editors and manage it by chat with the AI Course Editor agent. The CourseReviewAgent suggests up to 8 data-driven improvements from ConceptMastery, misconceptions, RAG coverage and quiz scores. Generation is RAG-first; content is labeled curated vs AI-generated.

Auto Course Generator

Upload a PDF, DOCX or PPTX → a document extractor pulls the text → an LLM pipeline structures it into a course: modules, lessons and formatted content. The populate endpoint can turn a single document into ready-to-edit lessons.

Lesson Builder — 8 editors

The interactive Lesson Builder edits each lesson type:

  • rich_text (Tiptap), slides (drag-and-drop with rich elements), quiz, video, pdf, assignment, live_class, external_link.

Interactive subtypes (drag-drop, fill-blanks, timeline, branching, interactive video, flashcard sets) are authored too — see Interactive content.

AI Course Editor agent

An on-demand agent lets admins create and manage course content through natural chat, using tools (a tool_use loop). It routes through the multi-provider LLM Router like every other LLM-backed agent.

CourseReviewAgent — data-driven suggestions

The CourseReviewAgent analyzes the course against real performance data — aggregated ConceptMastery, common StudentMisconceptions, RAG coverage and quiz scores — and returns up to 8 prioritized suggestions (add_lesson, edit_lesson, add_exercise, reorder, add_reinforcement), cached 24h. It never invents suggestions without a basis in data.

RAG-first & source labeling

Content generation is RAG-first: the platform only generates with the LLM when the institution's RAG doesn't cover the topic, and always labels content as curated vs AI-generated.

See also

FAQ

Can Studeia generate a course from a document?

Yes. The Auto Course Generator extracts text from PDF, DOCX and PPTX and runs an LLM pipeline that produces a structured course — modules, lessons and formatted content. You then refine it in the Lesson Builder, which has 8 interactive editors (rich_text, slides, quiz, video, pdf, assignment, live_class, external_link).

Is there an AI agent that edits courses?

Yes. The AI Course Editor agent works through chat with tools, and the CourseReviewAgent analyzes real performance data (ConceptMastery, misconceptions, RAG coverage, quiz scores) to suggest up to 8 prioritized improvements — add lesson, edit lesson, add exercise, reorder, add reinforcement.

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AI Course Builder: auto-generate, edit by chat, 8 lesson editors