When Your Digital Twin Has Hands
Closing the Loop Between Observability and InfrastructureMost organizations have good observability. They know within seconds when something breaks. And then someone gets paged.Alerts fire into runbooks, runbooks require humans, and humans are a bottleneck. The industry spent a decade solving the seeing problem. The acting problem is still largely manual.According to ITIC 2024 analysis, every minute of downtime costs a data center an average of $9,000. Speed and precision of response are not an operational detail: they are the factor that determines the final cost.There are two reasons this persists: operational data is fragmented across tool silos, so no single system has the full picture; and organizations don't trust automation they can't explain. Both problems need the same fix: a layer that contextualizes events across the full system, reasons deterministically about what to do, and executes infrastructure changes with full traceability.