auto-arena

What problem does it solve?

This Skill automates the complex process of comparing multiple AI models or agents on custom tasks, eliminating the need for pre-existing test data and manual evaluation.

Core Features & Use Cases

• End-to-End Evaluation: From query generation to final ranking, the entire process is automated.
• Automated Query Generation: Creates diverse test queries based on a task description.
• Response Collection: Gathers outputs from multiple target AI endpoints concurrently.
• Auto-Generated Rubrics: Creates evaluation criteria dynamically.
• Pairwise Comparison: Uses a judge model for robust, bias-aware comparisons.
• Ranking & Reporting: Produces win-rate rankings, reports, and charts.
• Use Case: You want to compare the performance of GPT-4, Claude 3, and Gemini Pro on generating marketing copy for a new product. This Skill will generate prompts, collect responses from each model, have a judge model compare them, and provide a clear ranking of which model performed best.

Quick Start

Use the auto-arena skill to compare two AI models on a customer service chatbot task.