ProductAI Observability

Observe and trust every agent in production.

See exactly what your agents are doing at runtime. Trace and evaluate any agent, built with any framework.

Monitor every agent at runtime

Catch issues, maintain complete audit trails, identify waste, and improve reliability and trust across your agent fleet.

Full session traces for every run

Every model, tool call, and decision is captured and available in real time.

Visibility

Know what agents are doing

See exactly what every agent did at runtime—from each tool call to every token spent, and more. All downloadable for distribution across your organization

Credentials

Maintain accurate and complete audit trails

When a SOC 2 auditor requests evidence, retrieve the complete trace directly from the CLI.

Approvals

Control spend with Circuit Breaker

Track token usage by workspace, agent, user, provider, and model. Set limits and stop unexpected spending before it becomes an overrun.

Programmatically evaluate and control agent performance

Automatically deploy evals that score agent outputs against defined criteria, identify where performance is falling short, and stop agents that fail critical checks.

Run. Control.
Transform with Guild.

See Guild in action.