Data as of Oct 5, 2026A question buyers ask in LLM Agent Frameworks and Tooling.
Reviewed by Dimitry Apollonsky ·
Braintrust and Langfuse share the front of agent tracing and monitoring, running nearly even as the primary options for tracking agent runs. When teams ask specifically about managing multi-step workflows with human approval steps, AUTOGEN emerges as the usual answer.
evaluating and tracking complex agent workflows and tool executions
full trajectory tracing across multi-step LLM application runs
monitoring chain-of-thought progression, tool arguments, and execution latencies
open-source tracing for debugging agent hallucinations and toxicity
integrating agent tracing into broader enterprise observability pipelines
We ask the same underlying question in different ways.
AUTOGEN is the usual answer for managing agent workflows that require built-in human approval alongside tool execution.
