Tumooh
An interactive simulation-based learning platform that empowers Saudi students to acquire practical skills and pass exams through intelligent simulation environments that replicate real test conditions
The Problem We Solve
Exam Readiness Gap
70% of Saudi students enter high-stakes exams (GAT, Tahsili, SAT, Kangaroo) without real simulation experience. They are surprised by time pressure, question formats, and the competitive environment on exam day.
Rote Learning Dependency
Traditional methods focus on memorization instead of building practical skills. Students memorize formulas but don't know how to apply them under time pressure.
Lack of Intelligent Feedback
Private tutoring is expensive (3000-8000 SAR/month) and doesn't provide precise weakness analysis. Students study everything with equal effort instead of focusing on gaps.
Scarcity of Quality Arabic Content
Most e-learning platforms offer English content. Saudi students need high-quality Arabic content specifically designed for local curricula and exams.
Unequal Opportunities
Students in major cities access private tutors and training centers, while students in remote areas are deprived of the same opportunities. The platform breaks this barrier.
The Solution: Simulation-Based Learning
An interactive simulation environment that reproduces the real exam experience — same pressure, same format, same level — with smart diagnostics and a personalized plan for each student.
AI Models & Technologies
Computerized Adaptive Testing (CAT)
IRT (Item Response Theory) model precisely determines student level through questions that adapt to performance. Each question is selected based on the previous answer.
Smart DiagnosticAI Question Generation
LLM model continuously generates new questions with distractor quality validation — wrong answers match correct answer length, no exploitable patterns. Ensures an infinite question bank.
Natural Language Processing (NLP)
Analyzes student text responses, understands conceptual errors, and provides personalized explanations. Supports Arabic and English with equal proficiency.
BilingualSpaced Repetition (SM-2)
Modified SuperMemo-2 algorithm determines when each concept needs review. Prevents forgetting and strengthens long-term memory.
Smart ReviewPerformance Prediction
Predictive model estimates the student's expected score on the real exam based on simulation performance. Prediction accuracy improves with each session.
Accurate PredictionInteractive Digital Teacher
Smart assistant that guides students within the simulation environment — asks about their goal, suggests the right path, and explains errors in an educational manner.
Personalized GuidanceMethodology: Interactive Simulation-Based Learning
We adopt the Experiential Learning model where students live the real exam experience in a safe environment before exam day. This approach is based on scientific research proving that simulation improves performance by 30-45% compared to traditional study.
Adaptive test determines exact level
Real exam environment with same pressure
Detailed report of strengths and gaps
Custom plan focusing on gaps
Time Pressure Simulation
Same time limit as the real exam with countdown timer and alerts. Students learn time management practically.
Competitive Environment Simulation
Live leaderboard, speed challenges, and competition with real peers. Simulates the competitive pressure of exam day.
Question Format Simulation
Questions in the same format and level as the real exam. AI generates new questions with guaranteed quality — wrong options are convincing with no patterns.
Direct & Indirect Impact
Direct Impact (On Student)
Average score improvement after 4 weeks of regular simulation
Focused study on gaps instead of repeating everything
Repeated exposure to simulation builds confidence and reduces surprises
Students learn to distribute time between questions practically
Indirect Impact (On Society)
A student in a village gets the same training quality available in Riyadh and Jeddah
Free/low-cost alternative to private tutoring costing thousands of SAR
Better prepared students = higher admission rates at prestigious universities
Preparing students for scholarship exams (SAT, IELTS) supports the King's Scholarship Program
Value Proposition & Competitive Advantages
| Feature | Tumooh | Competitors |
|---|---|---|
| Real Exam Simulation | ✓ | ✗ |
| Continuous AI Question Generation | ✓ | ✗ |
| Adaptive Diagnostic (IRT) | ✓ | ~ |
| Interactive Digital Teacher | ✓ | ✗ |
| Built-in xAPI + LRS | ✓ | ✗ |
| Full Arabic + English | ✓ | ~ |
| SCORM 2004 Export | ✓ | ✗ |
| Data-Driven Smart Notifications | ✓ | ✗ |
Quality Assurance
Generated Question Quality
- Wrong answers same length as correct (±10%)
- No exploitable patterns (e.g., longest is always correct)
- Automated + manual review before publishing
- Difficulty rating based on student performance data
Learning Analytics (xAPI)
- Every interaction recorded in xAPI 1.0.3 standard
- Built-in LRS with detailed reports
- SCORM export for LMS compatibility
- 359 automated tests (vitest) ensure system stability
Continuous Feedback Loop
- Built-in feedback widget for beta testers
- Session recording and heatmaps for UX improvement
- Smart notifications detect struggling students
- Course ratings from students