How to monitor AI agent applications on Amazon Bedrock AgentCore with Grafana Cloud
Blog post from Grafana Labs
AI agents have become essential in engineering workflows, necessitating robust observability to manage their complexities. This tutorial guides users on deploying AI agents on Amazon Bedrock AgentCore with comprehensive observability using OpenTelemetry and Grafana Cloud. Amazon Bedrock AgentCore provides a serverless runtime for AI agents, handling infrastructure and scaling, while OpenTelemetry offers standardized instrumentation to monitor distributed applications. The tutorial emphasizes deploying a CrewAI agent with Meta's Llama 3 on AgentCore and using OpenLit for automatic observability, allowing users to track performance, debug issues, and optimize costs. It also details configuring Grafana Cloud to visualize telemetry data and provides insights into AI agent operations through pre-built dashboards. With AWS Bedrock AgentCore, OpenTelemetry, and Grafana Cloud, users can achieve enterprise-grade observability for their AI applications.
| Trend | Post Mentions | Total Month Mentions | Posts | Companies | MoM |
|---|---|---|---|---|---|
| Observability | 19 | 3,012 | 601 | 171 | +15% |
| OpenTelemetry | 13 | 736 | 113 | 44 | +122% |
| AI Agents | 12 | 4,711 | 786 | 221 | +28% |
| LLM | 7 | 5,048 | 855 | 225 | +5% |
| Kubernetes | 1 | 1,493 | 255 | 93 | -18% |
| Serverless | 1 | 852 | 185 | 86 | +3% |
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