Question: Do you know of a tool that helps automate testing and provides insights to improve the quality and cost of large language models in enterprise environments?

Freeplay is an end-to-end lifecycle management tool designed to streamline the development process for LLMs. It offers features like automated batch testing, AI auto-evaluations, human labeling, and data analysis within a single pane of glass. This tool is particularly useful for enterprise teams, helping them to prototype faster, test with confidence, and optimize products, with notable results such as 75% LLM cost savings and accelerated development velocity.

HoneyHive is another robust platform for AI evaluation, testing, and observability. It provides a comprehensive environment for collaboration, automated CI testing, prompt management, and production pipeline monitoring. HoneyHive supports debugging, online evaluation, user feedback, and data analysis, with a variety of integrations, including those for popular GPU clouds. It also offers a free Developer plan and a customizable Enterprise plan.

For those focused on ensuring high-quality LLM apps, Deepchecks automates evaluation and identifies problems like hallucinations and bias. It uses a "Golden Set" approach to build a rich ground truth for LLM apps and offers features for monitoring, debugging, and version comparison. This tool is ideal for developers and teams aiming to create reliable and high-quality LLM-based software from development to deployment.