Interactive Tool: CLOUD
Interactive AWS & Cloud Infrastructure Cost Savings Calculator
Model your cloud infrastructure savings in real time. Calculate exact ROI from right-sizing instances, adopting Karpenter auto-scaling, and cleaning up idle egress resources.
Cloud Infrastructure ROI Estimator
Adjust your current monthly cloud parameters to model verified savings from Karpenter autoscaling, right-sizing, and network endpoint optimization.
Estimated Reduction Potential
Methodology
How this benchmark is calculated
Our diagnostic models are calibrated against audited production telemetry from over 40 high-scale cloud, AI, and SaaS engineering engagements. Rather than relying on generic vendor marketing assumptions, our calculators reflect real-world spot availability, memory fragmentation, token overhead, and DORA velocity baselines.
Frequently asked questions
The calculator models verified production benchmarks from 40+ engineering audits. Actual savings typically range between 25% and 55% depending on current reservation coverage and idle capacity.
Karpenter dynamically provisions exact-fit spot instances in under 45 seconds, bin-packing container pods and taking advantage of up to 70% discounts on excess cloud compute.
We run in-depth architectural and cloud spend reviews
Schedule a strategy session with our senior engineers to analyze your systems and receive actionable recommendations.