observability

94% of organizations with agents in production have implemented observability tooling because agents cannot be trusted without visibility into execution traces and reasoning. Observability is a blocker for production deployment despite 89% adoption attempts.

Many teams lack observability tools to monitor and understand system behavior, causing end users to discover issues rather than development teams catching them proactively. Without observability, teams cannot assess the full scope of undiscovered bugs and errors.

Most email service providers offer limited visibility into what happens after an email is sent, making it difficult to debug delivery failures and understand the full lifecycle of sent messages.