Traceloop connects to production LLM-based applications using OpenTelemetry in a non-intrusive way. It integrates with the SDKs of all LLM providers (like OpenAI, Anthropic, Bedrock, and others); all vector databases (like Pinecone, Weaviate, Chroma, and others); and all frameworks (like LangChain, LlamaIndex, and others). Traceloop extracts metrics and traces including token usage, vectors, prompts, completions, and other metadata, and analyzes them to provide a real-time monitoring of the performance of the application. It has built-in quality metrics for a variety of use cases, including RAG pipelines, entity extraction, chat applications, text summarization, and code generation.