Phoenix provides tracing and evaluation capabilities for LLM applications and AI agents. It integrates with frameworks like LangChain, LlamaIndex, and supports providers such as Anthropic, OpenAI, and other LLM services. The platform enables developers to monitor prompt performance, trace chain executions, and evaluate model outputs for quality and safety.