Mathematical Reasoning Benchmarks
Numerus outperforms the best commercial AI models
Mathematical Validation Accuracy
* Early results from 100-sample testing. Full validation in progress with larger datasets and olympiad-level problems.
* Comparative data from published benchmarks and internal testing conducted in August 2025.
How It Works
From community challenges to instant feedback - experience the future of mathematical learning
Browse Community Challenges
Explore thousands of mathematical problems posted by the community. From calculus to abstract algebra, find challenges that match your skill level and interests.
Submit Your Solution
Submit Your Solution
Upload a photo of your handwritten work, type your solution, or write it in LaTeX. Our advanced parsing handles all formats with high accuracy.
Receive Instant Feedback
Get detailed, step-by-step analysis of your solution. Our AI identifies exactly where errors occur and provides constructive feedback to help you learn.
Powerful Features for Developers
Integrate sophisticated mathematical validation into your applications with our comprehensive API
Mathematical Solution Validation API
Request
POST /validate-solution
Authorization: Bearer your-api-key
{
"question": "Solve ∫₀^π sin(x)·e^cos(x) dx",
"image_url": "https://example.com/solution.jpg",
"scoringCriteria": {
"given": 10,
"solution": 70,
"finalAnswer": 20
}
}Response
{
"arguments": {
"image_description": "Clear handwritten solution...",
"user_solution": "Student used substitution...",
"score": {
"given": 10,
"solution": 65,
"finalAnswer": 20,
"total": 95,
"justification": "Excellent work with minor notation issue"
},
"where_wrong": [],
"steps": [
{
"mathjs": "u = cos(x)",
"latex": "$u = \cos(x)$",
"step_number": 1,
"description": "Substitute u = cos(x)"
}
]
}
}Image-to-Solution Analysis
Advanced image processing extracts handwritten mathematical solutions from images. Our AI transcribes and validates each step of the problem-solving process.
Flexible Scoring System
Configure custom scoring criteria for different components: problem setup, solution process, and final answer. Get detailed justification for every point awarded or deducted.
LaTeX & MathJS Output
Receive structured mathematical expressions in both LaTeX format for rendering and MathJS format for computational verification. Perfect for educational platforms and math applications.
Error Detection & Feedback
Pinpoint exactly where mathematical errors occur with detailed explanations. Our AI provides constructive feedback to help students understand and correct their mistakes.
Step-by-Step Verification
Every mathematical step is individually verified and explained. Get structured output with step numbers, descriptions, and mathematical expressions for complete solution analysis.
Secure API Authentication
Protected endpoints with API key authentication ensure secure access to mathematical validation services. Perfect for educational institutions and learning platforms.
Simple, Transparent Pricing
Choose the plan that fits your needs. Start free and scale as you grow.
Free Tier
Perfect for students and individual learners
- View Public Problems
- Create Problems
- 10 AI solution validations per day
See Numerus in Action
Watch how our AI validation engine provides instant, detailed feedback on complex mathematical problems
Demo Video Coming Soon
Watch a complete walkthrough of solving complex calculus problems with instant AI validation
Live Problem Solving
Watch real-time validation of complex mathematical proofs and calculations
Step-by-Step Analysis
See how our AI breaks down each step and identifies logical errors
Instant Feedback
Experience the speed and accuracy of our validation engine
Join the Waitlist
Be among the first to experience the future of mathematical learning. Get early access and exclusive updates.
What you'll get: