Agentic Question Bank Generation System
Agentic-QBMS
What is Agentic-QBMS?
Agentic-QBMS is an AI-powered examination generation platform where seven specialized agents collaborate to analyze textbooks, build examination blueprints, generate syllabus-aligned questions, validate quality, and produce professional question papers with detailed answer keys.
7 Specialized Agents · 6 Quality Gates · TOS-Based Planning · Historical Question Comparison · Automated PDF Generation
From textbook to exam-ready paper
Multi-Agent Intelligence
Seven specialized agents collaborate across the complete examination workflow, from reading the textbook to delivering the final paper.
Smart Exam Blueprinting
Configure chapter weightage, marks distribution, difficulty levels, and Bloom’s Taxonomy to plan the exam before a single question is written.
Textbook-Grounded Generation
Questions are generated from extracted textbook content and relevant diagrams, so every question stays tied to the source material.
Automated Quality Assurance
Six validation gates check syllabus alignment, answer integrity, duplication, formulas, diagrams, and total marks.
Intelligent Question Memory
New questions are compared against previous sets to reduce repetition and keep every exam fresh.
Publication-Ready PDFs
Generate formatted student question papers and detailed teacher marking schemes in one workflow.
How the agents work together
Ingest → Extract → Blueprint → Generate → Validate → Deduplicate → Assemble. Each agent performs a dedicated task and passes structured output to the next stage. The orchestration layer coordinates execution and tracks workflow progress, while the validation process helps maintain examination quality.
Textbook Ingestion Agent
Analyzes uploaded PDFs, identifies chapters, extracts the Table of Contents, and maps printed page references.
Content Extraction Agent
Extracts structured text, mathematical expressions, scientific diagrams, charts, and figures from every page.
Blueprint & TOS Agent
Distributes questions and marks across chapters, difficulty levels, question formats, and Bloom’s cognitive levels.
Question Generation Agent
Creates MCQs, fill-in-the-blanks, short answers, long answers, and supported numerical problems, each with answer data.
Quality Assurance Agent
Runs six quality gates to audit source alignment, difficulty balance, answer integrity, duplication, formulas, diagrams, and total marks.
Memory & Deduplication Agent
Compares new questions with historical question banks using semantic similarity and text overlap to flag repetition.
PDF Assembly Agent
Formats student question papers and teacher answer keys with structured sections, mathematical notation, diagrams, and marking schemes.
- 1
Textbook Ingestion Agent
Analyzes uploaded PDFs, identifies chapters, extracts the Table of Contents, and maps printed page references.
- 2
Content Extraction Agent
Extracts structured text, mathematical expressions, scientific diagrams, charts, and figures from every page.
- 3
Blueprint & TOS Agent
Distributes questions and marks across chapters, difficulty levels, question formats, and Bloom’s cognitive levels.
- 4
Question Generation Agent
Creates MCQs, fill-in-the-blanks, short answers, long answers, and supported numerical problems, each with answer data.
- 5
Quality Assurance Agent
Runs six quality gates to audit source alignment, difficulty balance, answer integrity, duplication, formulas, diagrams, and total marks.
- 6
Memory & Deduplication Agent
Compares new questions with historical question banks using semantic similarity and text overlap to flag repetition.
- 7
PDF Assembly Agent
Formats student question papers and teacher answer keys with structured sections, mathematical notation, diagrams, and marking schemes.
Built for examination teams
Schools, colleges, and coaching institutes
Institutions that set examinations from textbooks.
Exam cells and academic departments
Teams that plan papers and marking schemes.
Teachers and faculty who set periodic tests
Faculty preparing periodic tests from the syllabus.
Publishers and ed-tech companies
Teams building question banks from published textbooks.
Ready to generate your next exam paper in minutes?
Built for examination boards, faculty, and ed-tech teams who need validated papers fast