AI-Assisted Test Generation Platform
An internal tool that uses LLMs to draft Playwright test scaffolds from user stories, reducing initial test-authoring time.
-50%
Draft time
Problem
Writing first-draft test scripts from scratch for every new feature consumed a large share of sprint capacity.
Architecture
A prompt-engineered pipeline that parses acceptance criteria and emits typed Playwright test stubs for engineers to refine.
Challenges
- Ensuring generated tests were structurally valid, not just plausible-looking
Solutions
- Added a validation pass that compiles and lints every generated test before handoff
Tech Stack
Next.jsOpenAI APITypeScriptPlaywright