Match Every Disk to Its Actual I/O
Persistent Disks are often provisioned for peak performance and left that way indefinitely — and unattached disks keep costing money long after the VM they served is gone. Sedai continuously analyzes I/O patterns and attachment state, and can recommend, assist, or autonomously apply the right fix, depending on the mode you choose.
Disk Performance Is Provisioned Once. Usage Changes Constantly.
Two patterns quietly waste money on Persistent Disks: paying for I/O capacity you don't use, and paying for disks nothing is even using.
High-performance disks are provisioned for peak, then forgotten.
A pd-ssd sized for worst-case I/O keeps costing the same even after usage settles into a normal, lower pattern.
The mismatch is between disk type and actual behavior.
Provisioned performance and observed IOPS or throughput drift apart over time, and nothing flags that gap on its own.
Unattached disks keep billing after the VM is gone.
Disks decommissioned alongside a VM are easy to forget and continue incurring cost indefinitely.
How We Help
Disk Performance Profiling
Sedai collects IOPS, throughput, and configuration data for every disk, using machine learning to build a performance profile based on how it's actually used.
Recommendations or Autonomous Action, Your Choice
Over-provisioned disks and unattached disks are surfaced as recommendations in Datapilot and Copilot modes, or resolved automatically in Autopilot — the level of control is yours.
Safe, Validated Execution in Autopilot
When running autonomously, Sedai applies changes through maintenance windows, validates system health afterward, and automatically rolls back if any issues are detected.