Gentrace is the ultimate tool for streamlining the evaluation of generative AI pipelines, replacing tedious manual work and spreadsheets with powerful, automated grading. By leveraging a comprehensive suite of evaluators, Gentrace provides clear, actionable reports on how your pipeline performs, allowing you to iterate and improve with confidence. It offers an easy-to-use platform for testing, monitoring, and managing your AI in production.
What is Gentrace?
Gentrace is a powerful platform designed to automate the grading and monitoring of generative AI pipelines using AI, heuristic, and human evaluators. It offers a simple SDK for Python and Node.js integration, enterprise-grade security, and a self-hosted option, making it the perfect solution for teams that need to test their AI systems efficiently while keeping their data secure.
The platform simplifies the entire testing process: users configure test cases with inputs and expected outputs, run them through their generative pipeline via a test script, and upload the results to Gentrace for grading. It supports three distinct types of evaluators for comprehensive analysis. AI evaluators can grade outputs on complex characteristics like factual consistency or adherence to safety policies. Heuristic evaluators use simple JavaScript functions for straightforward checks like word count similarity, while human evaluators provide an interface for manual team review.
With Gentrace, you can effortlessly generate detailed reports that aggregate grades from all evaluators, visualizing performance locally or within your CI/CD pipeline. This allows you to quickly identify regressions or areas for improvement, dig into specific test case failures, and ensure your AI outputs are consistently high-quality and compliant.
Use Cases And Features
- ⚙️ Automate the testing of generative AI pipelines to replace manual grading and spreadsheets.
- 📊 Generate detailed performance reports to visualize how pipeline versions perform against various evaluators.
- 🧠 Leverage diverse evaluators: use AI for complex comparisons, heuristics for simple checks, and human review for nuanced grading.
- 🛡️ Define and enforce AI safety policies by automatically checking outputs for compliance.
- 🔄 Integrate testing directly into your CI/CD workflow for continuous and efficient evaluation.
- 🏢 Deploy with confidence using enterprise-grade security, user controls, and a self-hosted option for maximum data privacy.