Observability

OpenTelemetry for AI Agent Swarms: Tracing Multi-Hop Tool Calls and Token Spend at Scale

An enterprise observability architecture guide to instrumenting AI multi-agent swarms with OpenTelemetry. We analyze GenAI semantic conventions, context propagation across asynchronous message queues, token billing attribution, and latency bottleneck tracing.

Sachin Sharma
Sachin SharmaCreator
Sep 2, 2026
3 min read
OpenTelemetry for AI Agent Swarms: Tracing Multi-Hop Tool Calls and Token Spend at Scale
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Quick Overview

An enterprise observability architecture guide to instrumenting AI multi-agent swarms with OpenTelemetry. We analyze GenAI semantic conventions, context propagation across asynchronous message queues, token billing attribution, and latency bottleneck tracing.

Sachin Sharma

Sachin Sharma

Software Developer & Mobile Engineer

Building digital experiences at the intersection of design and code. Sharing weekly insights on engineering, productivity, and the future of tech.