Spring AI LLM Cost Monitoring — A Token Dashboard in One Line with Actuator

Learn how to see in numbers and graphs how many tokens your Spring AI chatbot and RAG service uses, how slow it is, and how often it fails. Using just Actuator, which Spring developers are familiar with, you’ll extract the metrics Spring AI is already recording and build dashboards with Prometheus + Grafana.