True Model PerformanceValidated
Go beyond leaderboards. Our comprehensive evaluation provides actionable insights to enhance your model's accuracy, robustness, and real-world capabilities.
A Multi-Dimensional Evaluation Framework
Accuracy & Precision Testing
Measure correctness, factual accuracy, and reduce hallucinations.
Robustness & Reliability Analysis
Test resilience against adversarial attacks, out-of-distribution inputs, and prompt variations.
Efficiency & Scalability Metrics
Analyze latency, throughput, and computational costs for real-world deployment.
Safety & Bias Audits
Identify and mitigate harmful content, stereotypes, and biases in model outputs.
Tool & Function Calling
Evaluate the model's ability to accurately and reliably use external tools and APIs.
User Interaction & Usability Testing
Assess the quality of user experience and the model's performance in interactive scenarios.
Two-dimensional Framework for LLM Evaluation
Downstream Tasks
Evaluation method
Alignment and Security
Bias and Fairness
Factuality and Illusion
Values and Ethics
Bias Detection
Facts LLM Judge
Security LLM Judge
Fairness Audit
Fact-checking
Red Team Testing
Application and Interaction
Multimodality
Creation and Generation
Code and Programming
Agent and Tool Usage
Multimodal LLM Judge
Open Generation
Code Quality Assessment
Agent Tasks
Graphics and Text Consistency
Comprehensive Conversation Experience
Code Review
Interactive Tasks
Core Intelligence
Knowledge and Understanding
Reasoning and Solving
Open Reasoning
Open Knowledge Quiz
Complex Problem Solving
Knowledge Quiz
Capability Quadrant
Objective Benchmarks
Model-as-Judge
Human Evaluation
Our Process
From Consultation to Convergence: A Transparent Process
Scope & Goal Definition
Collaborate to define your unique goals and critical success metrics.
Benchmark Selection & Customization
Select from standard benchmarks or customize a suite tailored to your specific use case.
Automated & Human-in-the-Loop Testing
Execute a hybrid testing strategy to gather both quantitative data and qualitative insights.
Insight & Reporting
Receive a comprehensive report with actionable diagnostics and a clear performance summary.
Data-driven Enhancement
Leverage our findings and data services to create a targeted fine-tuning plan for model improvement.
Ready to Validate Your Vision
Let's quantify your model's true potential and build a roadmap for excellence.