Integrating AI into applications enables powerful tools for data analysis and text generation. To leverage AI effectively, businesses need to optimize their systems by using specialized technologies such as vector databases, development platforms, and discrete GPUs. Datadog offers end-to-end monitoring across every layer of an AI tech stack with integrations that provide out-of-the-box dashboards and metrics tailored to critical components. These integrations help monitor infrastructure, data storage and management, model serving and deployment, models, and service chains and applications. By using Datadog's wide range of AI integrations, businesses can ensure efficient resource usage and maintain high performance while keeping up with the latest machine-learning technology.