Braintrust

Braintrust is a platform for developing, evaluating, and refining AI models and applications. It provides tools to streamline AI workflows, offering observability, collaboration, and structured feedback mechanisms. The app supports real-time monitoring, experiment comparison, and data management to optimize model performance and reliability.

Key features include the AI Proxy, which enables secure access to models with temporary credentials and supports real-time API integrations for voice-to-voice and text-based interactions. Users can visualize experiment results side-by-side in grid layouts, filter and group data by custom metadata fields, and track model behavior across different input groups. The platform also simplifies dataset management, allowing custom columns derived from JSON fields in inputs, outputs, or metadata to enhance analysis.

Braintrust emphasizes structured workflows for fine-tuning models, including human-in-the-loop feedback pipelines and RLHF (reinforcement learning from human feedback) compatibility. Its logging and evaluation tools capture granular metrics such as cost, latency, and accuracy, helping teams debug issues and iterate efficiently. The interface supports collaborative features like shared permissions and dataset versioning, making it suitable for teams scaling AI projects from prototyping to production.

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Website: braintrust.dev

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