Case study
Quality engineering at ClearScore / DriveScore
Challenge
DriveScore went from one squad to three. I was still the only QA, so testing and CI had to keep up without adding red tape or cost.
What I did
- Set how we test across all three squads
- Rebuilt the native CI pipelines
- Built a self-service tool for creating test users
- Moved mobile regression tests from CodeceptJS to Maestro
- Gave developers the tooling and guidance to test their own changes
- Wrote Claude skills that make it easier for developers to write API and Maestro tests
- Built an AI agent to help move old XML components to Jetpack Compose
Impact
- 75 → 13 min pull request builds
- 94% less spent on GitHub Actions
- Mobile regression tests run automatically in CI
- 50% of legacy XML components moved to Jetpack Compose
- Developers doing more of their own testing
TypeScript
JavaScript
Python
Maestro
Cypress
Playwright
Appium
CodeceptJS
Mocha
Gatling
Postman
Jenkins
Git
Jira
Notion
Amplitude