Use each module independently with your existing tooling or use them together to build a powerful unified pipeline spanning CI, CD, STO, SRM and Feature Flags with metadata enhancing cloud cost management. AI/ML are at the heart of every Harness module. Our algorithms verify deployments, identify test optimization opportunities, make cloud cost optimization recommendations, restore state on rollback, assist with complex deployment patterns, detect cloud cost anomalies, and trigger a bunch of other activities. After a deployment, sitting around staring at logs and dashboards sucks. Harness analyzes the logs, metrics, and traces from your observability solution and automatically determines the health of every deployment. When a bad deployment is detected, Harness can automatically rollback to the last good version.