AIBO
wharton-generative-ai-labs/AIBO
AIBO is an interactive web application that allows users to compare and analyze the performance of different prompts when interacting with large language models like GPT and Anthropic's models. It provides statistical insights and visualizations to help users understand how prompt changes affect model outputs.
Overview
AIBO is a tool designed for researchers, developers, and AI enthusiasts to evaluate and compare the effectiveness of different prompts when interacting with large language models. It allows users to run multiple iterations of prompts, analyze statistical metrics such as average rating and response length, and visualize the results through charts and downloadable reports. The application also includes a FastAPI-based prompt analyzer with features like duplicate prompt highlighting and async job orchestration.
Capabilities
- ▸Compare multiple prompts side-by-side
- ▸Run statistical analysis on model responses
- ▸Generate visualizations of response length and rating distributions
- ▸Export analysis results as HTML reports
- ▸Use FastAPI-based prompt analyzer with async job orchestration
Best for
AIBO can be used for prompt optimization, model performance evaluation, statistical analysis of AI responses, and generating visual reports for sharing insights. It is particularly useful for researchers and developers who want to compare different prompts and understand their impact on model outputs.
Works with
Security considerations
AIBO requires users to securely input and store their OpenAI and Anthropic API keys. These keys should never be committed to version control or shared publicly. The application also emphasizes the use of environment variables for configuration and avoids using `print()` for content that may originate from LLM responses to prevent encoding-related issues.
Categories
Summary and analysis are original content generated by AI Skills Rank. The skill's source text is not reproduced here — view it on the linked repository.