Gentrace

What is Gentrace?

Gentrace is a platform designed to evaluate and monitor generative AI models by focusing on aspects like quality, speed, and cost of production. It combines human expertise, AI technology, and heuristics to provide in-depth analysis and automate grading processes, enhancing the overall management of AI models. The system uses AI and heuristic evaluators to automatically assess generative AI models, eliminating the need for manual evaluation and enabling continuous monitoring to detect regressions and hallucinations.

The "Observe" feature in Gentrace allows real-time monitoring of AI models, including speed and cost measurements. Users can examine specific inputs, outputs, and evaluator scores for different generations, and visually track pipeline runs to improve their understanding of AI model performance over time.

In terms of security, Gentrace prioritizes enterprise-grade security with SOC 2 TYPE II controls and completed audits. It also offers admin and user controls for team organization and access privilege management, with plans to introduce more fine-grained controls in the future. Additionally, Gentrace is working on implementing a self-hosted data storage option to provide users with better data ownership and enhanced security measures.

Overall, Gentrace provides automated grading processes, real-time monitoring, enterprise-grade security, easy integration into existing workflows through its Python SDK, and efficient team management tools, making it a valuable tool for enterprises working with AI models.

Who created Gentrace?

Gentrace was created by a team of individuals who developed a platform to evaluate and monitor generative AI models. The company was launched on May 31, 2023. The platform aims to assess the quality, speed, and cost of production for AI models through a combination of human expertise, AI technology, and heuristics. Gentrace automates the grading process, detects regressions and hallucinations, and provides real-time monitoring of model performance. The system offers an easy-to-use Python SDK, enterprise-grade security, and insights into model performance for continuous evaluation.

What is Gentrace used for?

• Evaluate generative models
• Assess quality, speed, and cost of production
• Automate grading process
• Detect regressions and hallucinations
• Offer production monitoring
• Real-time speed and cost monitoring
• Analyze specific inputs and outputs
• Visual representation of pipeline runs
• Continuous model evaluation
• Insights into model performance
• Observe and trace pipelines
• Evaluate for quality, regressions, etc
• Automates grading process
• Offers production monitoring
• Real-time speed and cost monitor
• Analyzes specific inputs and outputs
• Integratable into existing workflows
• Ongoing team evaluation tool
• Assess quality, speed, and cost
• Automate grading processes
• Detects regressions and hallucinations

Who is Gentrace for?

• Data scientists
• AI engineers
• Machine learning researchers
• Machine learning engineers
• AI researchers
• AI developers
• Data Analysts
• AI Program Managers

How to use Gentrace?

To use Gentrace effectively, follow these steps:

1. Sign Up: Begin by signing up for a 14-day trial on the Gentrace website without needing to provide credit card details.

2. Understand Generative AI Models: Familiarize yourself with generative AI models, which create new content and require evaluation for quality, speed, and cost.

3. Automate Grading: Utilize Gentrace's AI and heuristic evaluators to automate the grading process, saving time and reducing human error.

4. Utilize the SDK: Leverage the provided Python SDK to seamlessly integrate Gentrace into your existing workflows for convenient control.

5. Real-Time Monitoring: Enjoy real-time monitoring of AI models through Gentrace's Observe feature, enabling prompt identification of issues for improved efficiency.

6. Make Use of Visual Representations: Gain insights into the performance of your AI models over time by analyzing specific inputs, outputs, and evaluator scores through visual representations of pipeline runs.

7. Enterprise-Grade Security: Benefit from Gentrace's emphasis on enterprise-grade security, including SOC 2 TYPE 1 controls and completed audits to secure customer data effectively.

8. Manage Teams: Use Gentrace for organizing team members and managing access privileges effortlessly with inbuilt admin and user controls.

9. Future Controls: Stay tuned for upcoming fine-grained controls from Gentrace, providing users with more customization options and enhanced control over their interactions.

By following these steps, you can effectively utilize Gentrace to evaluate and monitor generative AI models while ensuring security, team management, and streamlined workflows.