Pydantic builds an AI engineering stack, including an agent framework, an observability tool, evaluation tooling, and an LLM cost-management gateway, alongside its widely used open source data-validation libraries. It serves backend developers, AI/ML engineers, and DevOps/AI ops teams building and monitoring AI agents and data-driven applications.