AI-Powered DevOps & AWS Certification Question Engine

Intelligent Question Paper
& Practice Generator

Generate standardized university and certification exam papers with automated topic extraction, difficulty balancing, interactive question editing, and complete teacher answer keys.

PYQ Questions

2,550+

Verified Bank

Cloud Domains

AWS & DevOps

AI Intelligence

T5 + BERT

Live Inference

Multi-Export

PDF & MD

Instant Download

End-to-End Capabilities

Everything You Need for Exams & Practice

From automated syllabus parsing and difficulty calibration to interactive editing and model solutions.

Syllabus-Based Topic Extraction

Input any DevOps, AWS, or Cloud syllabus. NLP tokenizes units and uses TF-IDF to identify high-weightage topics.

2,500+ PYQ Question Bank

Explore curated previous-year questions with full model solutions across Terraform, AWS, Kubernetes, Docker, and Linux.

T5 & BERT AI Pipeline

T5 generates contextual questions while BERT embeddings eliminate duplicates and evaluate semantic relevance.

Cognitive Difficulty Balancing

Precisely controls Easy, Medium, and Hard question proportions according to examination requirements.

Teacher Solution Key Mode

Instantly toggle to view comprehensive model answers, key architectural concepts, and grading rubrics for instructors.

Interactive Exam Editor

Customize generated papers on the fly: modify text, update marks, rebalance sections, or add new questions.

Platform Analytics & PYQ Stats

Visualize domain question volume, cognitive difficulty ratios, and high-frequency topics in real time.

Multi-Format Export

Export your completed papers as print-ready PDF, Markdown (.md), raw JSON, or one-click formatted clipboard text.

Explore Our Core Features

Integrated modules designed for students, instructors, and certification candidates.

2.5K+ Question Bank

Browse, filter, and search questions across AWS, Terraform, Docker, Kubernetes, Linux, and CI/CD with full model solutions.

Free-text search & subject filtering
Model answers & source citations
One-click Markdown & text copying

Browse Question Bank

PYQ Analytics & Insights

Real-time telemetry on subject distributions, difficulty ratios, and top recurring keywords across exams.

Domain-wise question volume metrics
Cognitive difficulty ratio charts
High-frequency topic tag cloud

View Analytics Dashboard

Paper Editor & Solutions

Fine-tune generated exams inline, view grading criteria in Teacher Solution Mode, and export across multiple formats.

Inline text, marks & difficulty editing
Teacher Solution Key & grading rubrics
Export to PDF, Markdown & JSON

Create New Paper

Simple 4-Step Workflow

How It Works

From raw syllabus text to a formatted, balanced exam paper in seconds.

Step 01

Select & Configure

Choose your subject or paste syllabus text with marks & difficulty preferences.

Step 02

AI Generation

NLP extracts key topics; T5 and PYQ engines generate candidate questions.

Step 03

Smart Balancing

BERT removes duplicates and structures sections into standard exam format.

Step 04

Customize & Export

Review, edit inline, view model solution keys, and export to PDF or Markdown.

Created by Harshhaa

Meet the Creator

DevOps & MLOps platform built to streamline cloud engineering education.

H A R S H H A A

DevOps & Platform Engineer

Passionate DevOps Engineer and Platform specialist dedicated to automating infrastructure, scaling cloud architectures, and building intelligent developer tools.

GitHub LinkedIn Contact

Free & Open DevOps Question Engine

Empower Your Exam Prep & Teaching with AI

Generate balanced university and certification exam papers from your syllabus in under 60 seconds, complete with Bloom's taxonomy mapping and instructor solution keys.

Automated Difficulty & Bloom Calibration

2,500+ Curated DevOps & AWS PYQs

Teacher Solution Keys & Rubrics

One-Click Export to PDF & Markdown

Popular Cloud Domains

AWS Docker Kubernetes Terraform CI/CD Linux

AI Pipeline ReadyT5 + Sentence-BERT

Intelligent Question Paper& Practice Generator