Compare reliability approaches
Choose the right layer for the failure you need to catch.
Evals, dashboards, and traces are useful — but they do not prove that the expected data landed in your stores.
Offline evals vs. real stored-state gates
Offline evals help you measure model or agent quality before deployment.
AgentSkeptic checks whether a real workflow produced the expected stored state before you ship, bill, or continue.
Observability dashboards vs. pre-action gates
Dashboards help you investigate what happened after a workflow ran.
AgentSkeptic gives you a deterministic gate before the result reaches customers, revenue, or downstream systems.
Trace-only review vs. read-only verification
Traces show what the agent and tools reported.
AgentSkeptic re-reads your stores to verify whether those claims match reality.
Ready to test the difference?
Run the missing-write demo and see a green-looking workflow fail against stored state.