How do you measure latency, token cost, and throughput in a multi-agent pipel...

How do you measure latency, token cost, and throughput in a multi-agent pipeline?hard

Type: conceptual
Topic: do-you-measure-latency-token-cost-and-throughput-in-a-mult
Frequency: common
Tags: ai-agents, how, you, measure, latency, token

Answer

Instrument with OpenTelemetry (as in an agent platform): trace spans per agent call, LLM invocation, tool call.

Explanation

Instrument with OpenTelemetry (as in an agent platform): trace spans per agent call, LLM invocation, tool call. Metrics: end-to-end latency, per-step latency, token count (input/output), cost per run. CloudWatch for Step Functions execution time. Set token budget per agent, log overruns. Use batching and Bedrock prompt caching to reduce cost on repeated document patterns.

Follow-upCan you give a production example?