As AI agents transition from experimental projects to mission-critical business applications, the need for comprehensive evaluation platforms has become paramount. Organizations deploying LLM-powered applications require more than basic benchmarking, they need end-to-end solutions that provide agent simulation, robust evaluation frameworks, and real-time observability to ensure production reliability. This comprehensive guide