Impact Estimator
See what hardened container imagesactually change
Describe your setup and see what minimal, trusted container images change: fewer vulnerabilities, faster releases, hours won back.
Your environment
Four signals describe your runtime.
Inputs stay in your browser. Nothing is sent or stored.
Your estimated outcomes
Large runtime sprawl with frequent vulnerability management cycles.
Roughly 0.0 full-time engineers of capacity, won back from vulnerability toil.
Estimated outcomes, modeled from industry benchmarks and organizations with similar runtime profiles. Directional, not a guarantee.
Why these numbers move together
Inherited vulnerabilities compound down a predictable chain. Each link amplifies the next, which is exactly where the burden comes from.
Inherited base-OS packages
Every production image carries its base image's packages, and their CVEs.
Higher runtime complexity
More surfaces to scan, patch, and keep compliant.
More vulnerability noise
Scanners surface thousands of findings, most low-signal.
Longer patch cycles
Teams rebuild, re-test, and redeploy on every fix.
Engineering hours lost
Toil that scales with your image and team count.
Cut the first link, and every number after it improves
Minimal, hardened images inherit far fewer CVEs at the source, so there is less to triage, patch, and re-test all the way downstream. See how CleanStart images are built
Questions about the estimate
What the numbers mean, where they come from, and what happens to the values you enter.
It measures operational burden: the vulnerability triage, patching and re-testing load that inherited base-image packages create for a team. It reports the reductions that minimal, trusted container images typically deliver for a runtime of your shape, in percentages, release multiples and engineering hours. It does not price anything, so there is no currency figure.
The bands, weights and outcome ranges are CleanStart's operational model, built from customer environments and industry benchmarks for container vulnerability management. They describe what organizations with a comparable burden profile see. They are directional estimates, not a measurement of your images.
Counts are scored in bands rather than on a continuous curve, so the burden score changes only when a slider crosses a band edge. The tick marks under each slider show where those edges sit. Inside a tier the outcome figures move smoothly with your position in that tier.
Each tier has a share of a working year that engineers lose to vulnerability toil. That share is multiplied by your Vulnerability Noise Reduction to give hours recovered per engineer per year, rounded to the nearest five, then multiplied by your team size. The full-time-engineer figure divides the total by the same working year.
No. The model runs entirely in your browser and nothing is stored on a server. The only place the four inputs travel is the address bar, so a copied link reproduces the same result for a teammate. Booking a demo is a separate form that you fill in yourself.
Book a demo. CleanStart scans your real images and reports the measured vulnerability, patch and footprint reduction against the same outcome names used on this page, so the estimate and the measurement line up.