# Deployment and Monitoring
Source: https://ggx-docs.corridorplatforms.com/deploy-and-monitor/
Markdown: https://ggx-docs.corridorplatforms.com/deploy-and-monitor/index.md
Once a pipeline is registered on the GGX platform, it can be [evaluated and approved](../evaluate-and-approve/) within the system. After approval, the locked pipeline artifact can be [exported directly to production](direct-to-production/).

For a pipeline in production, **monitoring is essential** to maintaining the reliability, performance, and accuracy of systems in real-world scenarios. The platform **automates production monitoring** by ingesting data from relevant systems, generating performance metrics, providing intuitive monitoring dashboards and alerting capabilities. Additionally, it offers **Annotation Queues**, enabling human reviewers to evaluate and label production data, with automated dashboards for key insights and statistics.