BenchLLM is an open-source tool for evaluating LLM-powered applications. It allows developers to build test suites, run evaluations on the fly, and generate quality reports. The tool supports automated, interactive, and custom evaluation strategies.
Key Features
- Flexible API: Supports OpenAI, LangChain, and any other API out of the box.
- Powerful CLI: Run and evaluate models with simple CLI commands, usable in CI/CD pipelines.
- Define tests intuitively: Define tests in JSON or YAML format.
- Organize tests: Tests can be organized into suites that are easily versioned.
- Automation: Automate evaluations in a CI/CD pipeline.
- Generate reports: Generate evaluation reports to share with the team.
- Monitor model performance: Monitor models and detect regressions in production.
Key Benefits
- Open source and flexible evaluation tool
- Supports multiple APIs including OpenAI and LangChain
- Powerful CLI suitable for CI/CD pipelines
- Automated, interactive, or custom evaluation strategies