ML Test-Bench & Evaluation

Transparent Performance You Can Trust

Automated testing platform that runs every LLM through rigorous evaluations across 5 core benchmarks. Get comprehensive insights into model performance, reliability, and capabilities.

5 Standardized Benchmarks

Comprehensive evaluation across key performance areas that matter most for real-world applications

Reasoning & Logic

Complex reasoning tasks including mathematical problem solving, logical deduction, and multi-step analysis.

Mathematical reasoning
Logical puzzles
Abstract thinking

Knowledge & Facts

Comprehensive knowledge across domains including science, history, current events, and specialized topics.

Scientific accuracy
Historical facts
Current information

Language Understanding

Natural language comprehension, context understanding, and linguistic nuance across multiple languages.

Context comprehension
Multilingual support
Sentiment analysis

Code Generation

Programming capabilities including code generation, debugging, optimization, and technical problem solving.

Multi-language coding
Algorithm design
Bug detection

Creative Tasks

Creative and generative capabilities including storytelling, content creation, and innovative thinking.

Creative writing
Content generation
Innovation scoring

How We Evaluate Models

Rigorous, automated testing process ensures consistent and reliable performance metrics

1. Automated Testing

Every model is automatically tested across our standardized benchmark suite with consistent prompting and evaluation criteria

2. Statistical Analysis

Advanced statistical methods ensure test reliability, account for variance, and provide confidence intervals for all scores

3. Continuous Updates

Daily re-evaluation ensures scores reflect the latest model versions and performance improvements

Evaluation Platform Features

Comprehensive tooling for transparent and reliable model assessment

Continuous Model Monitoring

Real-time tracking of model performance changes, version updates, and capability improvements across all connected models.

Daily automated testing
Performance trend analysis
Anomaly detection
Version comparison

Confidence Scoring System

Advanced statistical confidence intervals and reliability metrics provide context for every benchmark score.

Statistical significance testing
Confidence interval calculation
Sample size optimization
Reliability indicators

Performance Analytics Dashboard

Interactive visualizations and detailed analytics help you understand model capabilities and make informed decisions.

Interactive charts and graphs
Model comparison tools
Historical performance data
Export capabilities

Real-time Benchmarking

Run custom benchmarks and get instant results with our real-time testing infrastructure and custom evaluation framework.

Custom benchmark creation
Instant result delivery
A/B testing capabilities
Batch evaluation support

Evaluation by the Numbers

Comprehensive testing scale and statistical rigor ensure reliable benchmarks

147+
Models Tested
25,000+
Test Cases Daily
5
Core Benchmarks
24/7
Continuous Testing

Scientific Methodology

Our evaluation platform follows rigorous scientific standards with peer-reviewed methodologies and statistical best practices.

Standardized Protocols

Consistent testing environments, prompt formatting, and evaluation criteria across all models and benchmarks.

Statistical Rigor

Proper sample sizes, confidence intervals, and significance testing ensure reliable and reproducible results.

Bias Mitigation

Careful prompt design and evaluation criteria help minimize bias and ensure fair comparison across different model architectures.

API Access Example

// Access benchmark results
const
benchmarks
=
await
pnyx
.
getBenchmarks
({
model
:
"gpt-4"
,
benchmark
:
"reasoning"
,
includeConfidence
:
true
});

// Returns detailed scores with confidence intervals
// and statistical significance data

Ready to Explore Model Performance?

Dive into comprehensive benchmarks and performance analytics. Compare models, track improvements, and make data-driven decisions.

Real-time updates
Open methodology
API access included