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AI for Education

Question Bank Generator with Bloom Matrix

Curriculum-aware exam paper generation with explicit Bloom's Taxonomy coverage and difficulty calibrated to real student performance.

FacultyExam cellsEditable matrix
The problem

Setting a good exam paper is slow, repetitive work: balancing units, distributing marks across cognitive levels, mapping every question to a course outcome, and then producing the documentation NAAC and NBA assessors expect. Faculty repeat this for every course, every cycle.

The QverLabs approach

The Question Bank Generator produces exam papers directly from your curriculum, with Bloom coverage across all six cognitive levels and a question matrix that ships with every paper. Faculty stay in control: every draft is editable before release, and nothing reaches students without sign-off.

How it works

1

Ground in your curriculum

Syllabus, course outcomes, unit plans, and past papers are ingested into the institution's private brain. Generation draws only from your corpus.

2

Set the blueprint

Faculty pick the course, total marks, and target CO and Bloom distribution. Difficulty targets calibrate against historical cohort performance.

3

Generate and edit

The paper is generated with its question matrix. Faculty swap questions, regenerate individual items, or rebalance the matrix in place.

4

Release with evidence

The released paper carries an auto-generated, assessor-ready Bloom and CO matrix. OBE evidence exists from day one, not retrofitted at audit time.

Every paper ships with its matrix

Auto-generated. Faculty-editable. Audit-ready. This is the documentation NAAC and NBA assessors score you on, produced for every exam, every semester.

Sample Question MatrixCS-301 Operating Systems · Mid-Sem · 60 marks
Bloom LevelQ CountMarks% Total
Remember 3915%
Understand 41220%
Apply 41525%
Analyze 31220%
Evaluate 2813%
Create 147%
Total1760100%

Built for the realities of Indian higher education

NAAC & NBA evidence, automated

Outcome-based education documentation is generated with every paper. No retrofitting question matrices the month before an assessment visit.

Difficulty from data, not instinct

With the Exam Evaluation module deployed, the generator reads real cohort performance per topic and Bloom level and calibrates difficulty against it.

Multiple equivalent sets

Same blueprint, different questions: generate parallel sets for multiple sessions or to deter copying, each with a matching matrix.

An institution-owned bank

Every approved question lands in a growing bank tagged by course, unit, CO, and Bloom level. Your academic IP, inside your perimeter, never shared.

6Bloom levels covered explicitly in every paper
Hours → minutesPaper-setting time per exam cycle
100%Papers released with assessor-ready OBE evidence

Frequently Asked Questions

The system is grounded in your institution's own course files: syllabus documents, course outcomes, unit plans, and past papers. Papers are generated only from that corpus, so every question maps to a unit you actually teach and a course outcome you actually declared.

Every generated paper ships with a question matrix showing how marks distribute across the six Bloom's Taxonomy levels (Remember, Understand, Apply, Analyze, Evaluate, Create) and against Course Outcomes. NAAC and NBA assessors score institutions on exactly this outcome-based education evidence, so the documentation your assessors ask for is produced automatically with every exam.

Always. Generation produces a draft: faculty can swap questions, adjust marks, regenerate individual questions, or rebalance the Bloom distribution before release. Nothing reaches students without faculty sign-off, and the final matrix reflects the paper as released.

If the Exam Paper Evaluation module is also deployed, the generator reads historical performance per topic and Bloom level, so it knows which question types your cohort finds hard. Difficulty targets are then set against real data rather than instinct.

Yes. The generator can produce multiple equivalent sets for the same exam (same matrix, different questions) for different sessions or to deter copying, and it maintains a growing institution-owned question bank tagged by course, unit, CO, and Bloom level.

No. Your curriculum corpus and generated banks stay inside your deployment perimeter. The platform is designed for DPDPA compliance, and your academic IP is never used to serve another institution.

Give your faculty their paper-setting time back.

See a paper generated from your own syllabus, matrix included, in the first working session.

Schedule a call