OptOps is a read-only, confidence-gated AI agent that continuously analyzes Kubernetes, GPU and HPC infrastructure, identifies real waste and rightsizing opportunities, and safely executes optimizations only within customer-approved guardrails. It ramps from read-only analysis into shadow mode and then autonomous execution, cutting infrastructure cost by up to 60% without touching production data or requiring write-access to get started.
Read-only telemetry analysis with no write-access required to start
P95-based pod rightsizing with OOM spike protection
Autonomous node consolidation with never-lose-money safety gates
Spot instance automation with state-preserving live migration rescue
Container Live Migration (CRIU-based, sub-second freeze, preserves memory, process state and on AWS the pod IP and TCP connections)
Confidence-gated autonomous execution, changes apply only above roughly 80% confidence with automatic rollback
Real-time, auditable FinOps visibility with realized and remaining savings reported separately
Extends the same engine to GPU and HPC fleets for AI data centers.