Openlit

Open-source platform for monitoring and managing Generative AI and Large Language Model applications, built with native OpenTelemetry support.

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Large Language Models (LLMs)AI Developer Tools AI Monitor Open Source AI Models

About Openlit

OpenLIT is a pioneering open-source observability platform designed specifically for Generative AI and Large Language Model applications, with full support for OpenTelemetry. It consolidates tracing and metrics into a unified dashboard, enabling developers and engineers to monitor performance, manage prompts, and secure API keys effortlessly. OpenLIT streamlines AI development workflows by providing comprehensive insights into model performance and operational costs.

How to Use

Integrate OpenLIT into your LLM workflows by calling `openlit.init()` within your application to enable data collection. For quick deployment, run `docker-compose up -d` to set up the platform instantly.

Features

End-to-end application and request tracing
Centralized prompt management with version control
Detailed performance and usage analytics
Exception and error monitoring
Low-latency data processing
Secure management of API secrets via Vault Hub
Cost tracking and optimization
In-depth span and trace visualization
Native support for OpenTelemetry
Real-time data streaming for instant insights

Use Cases

Organize prompts with version control and dynamic variables
Compare LLMs based on performance metrics and costs
Securely store and manage sensitive API keys and secrets
Monitor application exceptions and debug issues efficiently
Visualize request traces to optimize application performance

Best For

AI DevelopersData ScientistsDevOps TeamsSoftware EngineersMLOps Practitioners

Pros

Provides comprehensive observability for AI and LLM applications
Built-in support for OpenTelemetry ensures seamless integration
Includes cost monitoring and performance analytics
Enables secure management of secrets and API keys
Supports real-time data streaming for immediate insights
Open-source and freely accessible
Enhances AI development efficiency and troubleshooting

Cons

Initial setup and configuration required
Documentation could be expanded for easier onboarding
May require familiarity with OpenTelemetry concepts

FAQs

What is OpenLIT?

OpenLIT is an open-source observability platform tailored for Generative AI and LLM applications, with native OpenTelemetry support for comprehensive monitoring.

How can I integrate OpenLIT into my AI project?

Add `openlit.init()` within your application code to enable monitoring, or deploy quickly using `docker-compose up -d`.

What core features does OpenLIT offer?

OpenLIT provides application tracing, prompt management, cost tracking, exception monitoring, and secure secrets handling.

Is OpenLIT suitable for small teams and startups?

Yes, as an open-source platform, it offers scalable monitoring solutions suitable for teams of all sizes seeking cost-effective AI observability.

What are the benefits of using OpenLIT?

It simplifies AI application monitoring, improves performance insights, enhances security, and reduces operational overhead through centralized observability.