PyRIT
Python Risk Identification Tool for generative AI.
Overview
PyRIT (Python Risk Identification Tool) is an open-source framework developed by Microsoft's AI Red Team to automate the process of red teaming generative AI systems. It is designed to augment the expertise of security professionals by automating tedious tasks, such as generating malicious prompts and evaluating model outputs. PyRIT supports both single-turn and multi-turn attack strategies and can be extended to work with various AI models and modalities.
✨ Key Features
- Automation of red teaming tasks
- Single-turn and multi-turn attack strategies
- Support for text-based and other modalities
- Integration with Azure OpenAI Service, Hugging Face, and Azure Machine Learning
- Scoring engine for evaluating model responses
- Memory feature for storing and analyzing interactions
🎯 Key Differentiators
- Developed and battle-tested by Microsoft's AI Red Team
- Support for multi-turn conversational attacks
- Designed to augment manual red teaming efforts
Unique Value: Provides an open-source automation framework to scale and enhance the efficiency of red teaming generative AI systems, enabling security professionals to find risks more effectively.
🎯 Use Cases (4)
✅ Best For
- Used internally by Microsoft's AI Red Team to test and secure their generative AI systems, including Copilot.
💡 Check With Vendor
Verify these considerations match your specific requirements:
- Beginners or intermediates in AI security who may find the framework complex.
🏆 Alternatives
PyRIT is designed to be an augmentation tool for expert red teamers, automating tedious tasks and allowing for more complex, multi-turn attack simulations, which sets it apart from more basic prompt generation tools.
💻 Platforms
✅ Offline Mode Available
🔌 Integrations
💰 Pricing
Free tier: Fully open-source and free to use.
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