Freeplay is a lifecycle management tool that spans the full breadth of LLM product development. It includes features like prompt management, automated batch testing, AI auto-evaluations, human labeling, and data analysis. It's a single pane of glass for teams, and is particularly useful for enterprise teams who want to move beyond manual and laborious processes.
Another good option is Humanloop. It helps with issues like suboptimal workflows and manual evaluation with a collaborative prompt management system, evaluation and monitoring suite, and customization tools. Humanloop supports popular LLM providers and has SDKs for easy integration, so it's good for product teams and developers.
HoneyHive also has a suite of tools for AI evaluation, testing and observability. It's got a shared workspace for prompt management, automated CI testing, observability with production pipeline monitoring, and dataset curation. HoneyHive supports multiple models and has a playground for collaborative testing and deployment, so it's good for teams that need a more powerful platform for debugging and evaluation.
Finally, Parea is an experimentation platform to help AI teams ship LLM applications with confidence. It has experiment tracking, human annotation tools, and a prompt playground for testing multiple prompts on large datasets. Parea's integrations with popular LLM providers and frameworks make it easy to deploy AI models into production.