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IRT-Based Adaptive Engine

AI-Powered Adaptive Testing That Finds Every Student's True Level

An intelligent testing engine that adjusts question difficulty in real-time using Item Response Theory, supporting 4 question formats and AI-generated content across any subject.

IRT-Based 4 Question Types AI-Generated Real-Time Adaptation
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Traditional vs Adaptive

What Is Adaptive Testing?

Traditional exams give every student the same questions. Adaptive testing adjusts in real-time to find each student's precise ability level.

Traditional Testing

  • Same questions for all students
  • Fixed difficulty -- too easy or too hard
  • Long tests to cover all levels
  • Inaccurate for edge cases
  • Students lose motivation

Adaptive Testing

  • Questions tailored to each student
  • Difficulty adjusts in real-time via IRT
  • Shorter tests with precise results
  • Accurate at every ability level
  • Students stay engaged and challenged
Question Formats

4 Question Types

Diverse question formats test different cognitive skills, from recognition to recall and relational understanding.

Single-Select
Single-Select

Classic multiple choice with one correct answer. AI generates distractor options that test genuine understanding.

Multi-Select
Multi-Select

Multiple correct answers possible. Tests deeper comprehension with all-or-nothing scoring.

Match Pairs
Match Pairs

Drag-and-drop matching of related concepts. Tests relational understanding and categorization skills.

Term A Def 2
Term B Def 1
Fill Blanks
Fill in the Blanks

Free-text input with case-insensitive matching. Tests recall and precise knowledge.

The capital of France is Paris

Comparison

How We Compare

See how our adaptive testing engine stacks up against popular assessment platforms.

Feature Us (PrepareBuddy) Google Forms Moodle Quiz Mercer Mettl Questionmark
Adaptive Difficulty IRT-Based No Plugin Only Yes Yes
AI Question Generation Unlimited No No No No
Question Types 4 Formats 12 Basic 15+ 10+ 20+
Real-Time Adjustment Yes No No Yes Yes
Proctoring 8 Types No Basic Yes Yes
Instant AI Grading Yes No Basic Yes Yes
Custom Exam Builder Yes Yes Yes Yes Yes
Free Tier Yes Yes Open Source No No
Shareable Exams Link / QR Yes Yes Yes No

See detailed comparison: PrepareBuddy vs Mercer Mettl

Exam Modes

7 Exam Types Available

The adaptive engine powers multiple exam formats to suit every assessment scenario.

Custom Exams

Build your own from the question bank. Choose topics, difficulty, and question types.

Assigned Exams

Teachers assign exams to students or entire classes with deadlines and proctoring.

Shareable Exams

Share exams via direct link or QR code. Anyone with the link can attempt it.

Reusable Exams

Template exams for repeated use across semesters, cohorts, or training groups.

Adaptive Sequence

Full exam with adaptive question flow. Difficulty adjusts throughout the entire test.

Adaptive Question

Individual adaptive practice. Each question targets the student's current ability level.

AI-Generated

Fully AI-created exams on any topic. Specify subject, level, and count -- done in seconds.

Distribution Control

Control the Question Mix

Control the exact distribution of question types in every exam. Set percentages to match your assessment goals.

Single-Select 40%
Multi-Select 25%
Match Pairs 20%
Fill Blanks 15%

Adjust these percentages when creating any exam to match your specific assessment objectives.

Use Cases

Built for Every Assessment Need

Entrance Exams

Accurately place students at the right level from day one. The adaptive engine identifies ability quickly, even across wide skill ranges.

Progress Assessments

Track learning gains over time with consistent, comparable scores. Measure real growth without test-familiarity bias.

Certification Testing

Verify competency with adaptive precision. Set pass/fail thresholds that reflect true mastery, not lucky guessing.

Practice and Drill

Students practice at their own level. Questions stay in the zone of proximal development to maximize learning efficiency.

Competitive Exams

Simulate real exam adaptive patterns used in standardized tests. Prepare students for the actual testing experience.

Exam Security

8-Type Proctoring System

Comprehensive anti-cheating measures you can enable individually for each exam.

Fullscreen Lock

Forces the exam into fullscreen mode, preventing access to other windows.

Tab Switch Detection

Detects and logs every time a student switches browser tabs.

Copy/Paste Prevention

Disables clipboard operations to prevent copying questions or pasting answers.

Right-Click Disabled

Prevents right-click context menus to block inspect element and saving.

Time Tracking

Tracks time spent on each individual question for behavioral analysis.

Webcam Monitoring

Captures webcam snapshots at intervals to verify student identity and presence.

Random Question Order

Shuffles question sequence so no two students see the same order.

Pool Randomization

Draws questions from a larger pool so each student gets a unique set.

FAQ

Frequently Asked Questions

Item Response Theory is a statistical framework that models the relationship between question difficulty and student ability. Rather than simple percentage scoring, IRT estimates a student's true ability level from their pattern of correct and incorrect responses. This allows the engine to select the next question at the optimal difficulty -- challenging enough to be informative, but not so hard that it provides no useful data.

Advanced language models create unique questions for any subject and topic on demand. You specify the subject, topic, difficulty level, and question type. The AI generates complete questions with answer options, correct answers, and explanations. Each question is validated against educational standards and calibrated for difficulty to ensure assessment quality.

The platform supports four distinct question formats. Single-Select: classic multiple choice with one correct answer and AI-generated distractors. Multi-Select: multiple correct answers with all-or-nothing scoring for deeper comprehension testing. Match Pairs: drag-and-drop matching that tests relational understanding between concepts. Fill in the Blanks: free-text input with case-insensitive matching for recall-based assessment.

Yes, educators can set exact percentages for each question type when creating an exam. For example, you might set 40% single-select, 25% multi-select, 20% match pairs, and 15% fill blanks. This lets you tailor the assessment format to your learning objectives, whether you want to emphasize recognition, recall, or relational understanding.

The platform includes 8 anti-cheating measures that can be enabled individually per exam: fullscreen lock, tab switch detection, copy/paste prevention, right-click disabling, per-question time tracking, webcam monitoring, random question ordering, and question pool randomization. Educators choose which measures to activate based on the exam's stakes and requirements.

Yes, the free plan includes basic adaptive testing features, standard exam creation, and limited AI question generation. Premium plans unlock the full proctoring suite, advanced analytics dashboards, unlimited AI-generated questions, organization management tools, and priority support.

Build Smarter Assessments with Adaptive AI

Harness IRT-based adaptive testing, 4 question formats, and AI generation to assess every student at their true level.

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