Beyond tracing
Dynamic topology.
Visualize, control, act.
Stay on top of non-deterministic agent interactions.
Arato Analyze turns session-level telemetry into clear, business process and session-level intelligence.
See with
clarity
Teams lack visibility into how real user traffic impacts agent interactions, tool and LLM calling.
Analyze helps you pinpoint bottlenecks impacting business processes and reduce time to optimization.


Understand
completely
Easily integrate into leading agent frameworks. Visualize real and over-time topology behavior. See your AI’s behavior in real-time – not buried in endless logs.
Fix
decisively
Replay any session end-to-end. Visualize workflow bottlenecks. Cluster failures by business impact.
From sporadic logs and traces to clear business visibility.

Arato Observe
gives you visibility
that matters
Easy integration
Works with leading agent frameworks—LangGraph, Pydantic AI, Amazon Bedrock, and OpenTelemetry.
Dynamic topology
visualization
See agent interactions, tool calls, and LLM usage in real-time as your system runs.
Topology enrichment
Overlay critical information -traffic volume, evaluations, errors, latency, cost-all in one view.
Session replay
Reproduce any multi-step conversation end-to-end. See exactly what happened and where it broke.
Risk visualization
Highlight workflow bottlenecks and cluster failures by business impact. Know what to fix first.
Supported Frameworks
Built to work with the tools you already use



Start Analyzing Now.
See what’s happening in your AI – right now.

