Datadog offers a comprehensive platform to help organizations manage the costs, performance, and infrastructure efficiency of AI applications as they transition to production-scale workloads. By integrating Cloud Cost Management, LLM Observability, and GPU Monitoring, Datadog provides real-time visibility across the AI stack, allowing organizations to connect spending to performance and ensure resources are used effectively. This platform enables finance, engineering, and operations leaders to share a unified view of AI expenditures and make informed decisions in real time. Datadog's LLM Observability helps teams evaluate and enhance AI application performance, ensuring financial efficiency without compromising quality. Additionally, GPU Monitoring offers insights into GPU usage, helping to reduce waste and improve efficiency. Datadog's unified approach links application and infrastructure metrics, facilitating real-time decisions that optimize AI spending and performance, ultimately increasing AI ROI.