Bedrock
Building LLM Cost and Performance Dashboard with Red Hat OpenShift AI on ROSA and Amazon Bedrock
1. Introduction
As the LLM’s usage increases in the enterprise, not many realize that every LLM API call has two hidden costs: time and money. So while data scientists might argue about data accuracy, infrastructure engineers on the other hand, would need to know if that 2-second response time will scale, and if those $0.015 per thousand tokens cost will blow their quarterly budget, among others. In this guide, we will build a simple cost and performance dashboard for Amazon Bedrock models using Red Hat OpenShift AI (RHOAI) , which is our platform for managing AI/ML projects lifecycle, running on a Red Hat OpenShift Service on AWS (ROSA) cluster.