Agnost AI identifies missed failures in real conversations and provides actionable insights for team review. It has integrated observability features into MCP Toolbox for Databases, enhancing analytics and error tracking.

Voker provides analytics specifically designed for AI agents to assess their effectiveness and user interactions. It enables product and business teams to gain insights without relying on engineers, addressing the need for data on agent performance and user satisfaction.