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.

Observability
Observability

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.

See with clarity
Understand completely

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.

Fix decisively

Arato Observe
gives you visibility
that matters

Plugs

Works with leading agent frameworks—LangGraph, Pydantic AI, Amazon Bedrock, and OpenTelemetry.

Map

visualization
See agent interactions, tool calls, and LLM usage in real-time as your system runs.

Stack Simple

Overlay critical information -traffic volume, evaluations, errors, latency, cost-all in one view.

Play

Reproduce any multi-step conversation end-to-end. See exactly what happened and where it broke.

Target

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

Brain
langgraph
pydantic
open telemetry
Testing