# How does this actually work?

- Observes real application behavior during execution, captures workflows, user journeys, and system interactions, and uses observed behavior as the basis for validation rather than predefined scripts.
- Generates end-to-end tests based on observed application behavior, producing production-ready test code compatible with modern frameworks, focused on critical workflows.
- Executes tests automatically within CI/CD pipelines, validating application behavior on an ongoing basis as part of normal delivery workflows.
- Maintains test reliability as applications evolve by reducing brittleness caused by UI, workflow, or implementation changes and automatically addressing common sources of test breakage.
- Provides ongoing signal about application behavior as code changes accumulate, enabling teams to understand whether critical workflows continue to function as expected prior to merge or release.