
Testing LLM Prompts: The Next Frontier
Automated testing for prompt engineering quality assurance
PromptPex introduces a novel framework for automatically testing LLM prompts as software artifacts, ensuring robustness before deployment.
- Generates test cases by identifying different input variations and edge cases
- Evaluates prompt performance across multiple dimensions including accuracy, robustness, and security
- Detects regressions when prompts are modified, similar to traditional software testing
- Helps developers build more secure and reliable LLM-powered applications
This research bridges the gap between traditional software testing and AI prompt engineering, providing essential security guardrails for organizations deploying LLMs in production environments.
PromptPex: Automatic Test Generation for Language Model Prompts