AI tools for agent testing

CrewAI is a multi-agent platform that covers the full agent lifecycle for businesses: discover what to automate, build agents, govern them in production and optimize them over time.

Pipecat is an open-source Python framework for building voice and multimodal AI agents that talk in real time.

Yellow.ai is an enterprise platform for building AI agents that handle customer and employee conversations.