Many AI chat projects are scrapped due to persistent inaccuracies in LLM responses. Paramount is an open-source Python package designed to bridge the gap between LLM-generated and ideal responses by incorporating expert feedback directly into the evaluation process. It provides a robust framework for recording LLM function outputs (ground truth data) and facilitates agent evaluations, reducing the time to identify and correct errors.

Developers can integrate Paramount with a decorator that logs LLM interactions into a CSV or database, followed by a straightforward UI for expert review. This process accelerates the debugging and validation phase of your project and de-risks your launch.