Confident AI offers a comprehensive platform for evaluating and testing large language models (LLMs) that emphasizes rapid setup, extensive support for various evaluation forms, and advanced observability features. The platform differentiates itself by being product and engineering-focused, allowing for quick setup and intuitive operation, and by supporting both technical and non-technical workflows. Confident AI's open-source framework, DeepEval, supports single-turn, multi-turn, retrieval-augmented queries, and agent workflows, enabling users to measure aspects like accuracy, reliability, safety, and bias in one place. It integrates seamlessly into development and production environments without requiring extensive coding, making it accessible to project managers and domain experts. The platform also excels in dataset management, prompt versioning, and provides robust security and compliance features. Compared to competitors like OpenLayer, Confident AI offers more transparent pricing and a broader range of integration options, making it a versatile choice for organizations seeking to evaluate and optimize their AI applications.