In the first phase, 2BeLive partnered with Outter to develop an AI-powered content transformation module, digitizing legacy materials into structured course curricula.
The next step was automating quiz creation, ensuring assessments were:
- Aligned with course materials
- Automatically generated from course content
- Personalized for each student
Tasks:
- Automate quiz generation based on digital course content
- Create personalized, engaging assessments for each student
- Ensure full alignment between assessments and course learning objectives
The Challenge: Quizzes were generic and hard to create
As 2BeLive scaled, more educators joined the platform, bringing thousands of new courses that required assessments. However, educators struggled with:
Manual Quiz Creation Was Unsustainable
- Designing quizzes took hours per course, requiring educators to carefully align each question with learning objectives.
- As courses evolved, updating and revising quizzes became a tedious, never-ending task.
Static Quizzes Didn’t Adapt to Students’ Needs and Was Easy to Cheat:
- Every student received the same quiz, regardless of their knowledge level or progress.
- Fast learners weren’t challenged enough, while students who struggled weren’t given reinforcement questions.
- Educators struggled to ensure quizzes reflected all important course topics.
- There was no way to personalize assessments at scale.
2BeLive needed an AI-driven solution to:
- Automatically generate quizzes directly from course content
- Ensure full alignment with course curricula
- Create adaptive, personalized quizzes for each student
The Solution: AI-Generated, Personalized Quizzes
To eliminate manual effort and create engaging, adaptive assessments, 2BeLive integrated Outter’s Content Generator—a fully automated, LLM-powered quiz creation module.
AI-Powered Quiz Generation from Course Content
How it Works:
- Ingests AI-generated course content (from the legacy content transformation module)
- Automatically extracts key topics & concepts to generate structured quizzes.
- Dynamically creates fully unique assessment per every student
What It Supports:
- Multiple-choice questions (MCQs) – AI ensures balance of difficulty levels
- Short-answer & open-ended questions – AI extracts key discussion points
- Case-based & scenario questions – AI creates real-world application problems
Processing Pipeline:
- Step 1: Course Content Analysis – AI scans structured curriculum & extracts key concepts.
- Step 2: Question Generation – LLM dynamically generates quiz questions & answer options.
- Step 3: Bloom’s Taxonomy-Based Question Structuring – AI ensures a mix of basic, applied, and critical thinking questions.
- Step 4: AI-Powered Review & Refinement – AI refines question clarity & difficulty balance.
- Step 5: LMS Integration – Quizzes are automatically uploaded into 2BeLive’s platform.
"Manually creating a single assessment used to take an entire afternoon. Now AI helps me to create as many assessments as many students I have, and all these in minutes. Amazing",
Sofia, K12 Teacher & 2BeLive Partner
Tech Stack:
- FastAPI + ChromaDB for high-speed backend processing
- LangChain + OpenAI API (GTP-o3) – LLM-powered quiz generation
- Kafka + Webhooks – Real-time quiz deployment into 2BeLive’s LMS
The Results:
- 12x Reduction in Quiz Creation Time - AI replaces hours of work
- 100% Alignment with Course Content - Questions are auto-generated from course materials
- 100% Personalization for each student - Unique and personal assessment for every student
- Higher Engagement & Completion Rates - Dynamic quizzes keep students motivated
"We’ve seen higher student engagement and retention because AI-generated quizzes feel more relevant, adaptive, and challenging. Students learn better and stay motivated longer.",
Bing, CEO 2BeLive
