Use cases
Start with the measured Laravel reference run: a fix and regression test were generated, but the sandbox could not execute the test. Four further scenarios illustrate possible workflows and are labelled synthetic.
Every case study follows the same structure on its own detail page: starting situation and goal with a clear statement of what was not automated; prerequisites; the workflow from ticket through plan and implementation to the pull request; the result artifacts; a key-figures card with data origin and measurement period; and a path into the cockpit for your own details.
Synthetic examples on this page are marked as such; reference runs carry measured values from a single, released run. Neither is a promise about the duration, quality or cost of a future run of your own — your own figures appear in the cockpit after logging in, within your own tenant context.
Reference run — measured values from a released, versioned run.
Bug fix with a regression-test cycle
A reference run produced three commits with a Laravel bug fix and regression test. The sandbox could not execute the test because the PHP toolchain was missing; functional review remained outstanding.
Stack profile: php-laravel-13
Synthetic example — illustrative magnitudes, not a measurement.
Modernizing a legacy Java codebase
A grown Spring project on an outdated Java and framework version is broken into checkable slices and moved step by step to a defined target level.
Stack profile: java-spring-boot-4-hexagonal
Synthetic example — illustrative magnitudes, not a measurement.
Targeted feature slices in an existing codebase
A clearly scoped story is added to an existing application — broken into individual, manageable slices instead of loading the entire codebase at once.
Stack profile: typescript-node-20-express
Synthetic example — illustrative magnitudes, not a measurement.
Greenfield project from a specification
A requirement text turns first into a structured specification, then a repository scaffold, and finally into workable epics.
Stack profile: typescript-react-vite-spa
Synthetic example — illustrative magnitudes, not a measurement.
Repository and architecture standardization
A stack profile with guardrails, defined once, is applied repeatedly to several repositories of the same team instead of restating the alignment every time.
Stack profile: go-1.27