Kubernetes Infrastructure, Understood and Optimized
Full visibility into your Kubernetes costs, workload-aware rightsizing, GPU optimization, and continuous automation — so your infrastructure runs leaner without sacrificing performance.

Workload-Aware Scaling Decisions

Predictive Demand Modeling
DevZero models workload behavior over time, anticipating scaling needs before they cause performance degradation.
Cost-Aware Execution
Every scaling action factors in cost impact, prioritizing efficiency without compromising workload requirements.
Cost Visibility at the Workload Level
Real Cost Attribution
Understand the true cost of every workload, namespace, and team — not just aggregated cluster bills.
Trend-Based Insight
Track spending patterns over time to identify optimization opportunities before they become budget overruns.

Continuous Resource Alignment
Live Adjustments
DevZero continuously adapts CPU, memory, and GPU allocations to match actual workload behavior in real time.
Guardrails by Design
Built-in safety boundaries ensure automated changes stay within limits defined by your team.
Real Results from Engineering Teams
50% compute cost reduction
Who: Cybersecurity platform
Need: Cut compute spend without impacting detection SLAs
80% workload cost reduction
Who: AI/ML platform
Need: Optimize model training infrastructure costs at scale
$776K annual GPU savings
Who: GPU compute cluster
Need: Reduce GPU waste across shared training and inference workloads
Smarter Capacity Utilization

Density Optimization
Pack workloads more efficiently across nodes to reduce waste and maximize utilization across your cluster.
Infrastructure-Aware Placement
Intelligent pod scheduling that considers node topology, resource availability, and cost to find the optimal placement.
Workload-Level GPU Optimization
Per-Workload GPU Signals
Track GPU utilization, memory, and compute efficiency for each individual workload, not just the node.
Smarter GPU Sharing
Enable safe GPU time-slicing and multi-instance GPU configurations based on actual workload requirements.
Get Started in Minutes
Install the Operator
Deploy DevZero's lightweight Kubernetes operator with a single Helm chart install.
Connect Your Clusters
The operator automatically discovers workloads, namespaces, and resource usage patterns.
Start Optimizing
DevZero begins recommending and applying intelligent resource adjustments immediately.
Cut Kubernetes Costs with Smarter Resource Optimization
Start seeing savings in minutes with DevZero's workload-aware optimization platform.