MongoDB AMP Application Analysis

Shaped 0→1 developer tools for faster legacy codebase analysis

MongoDB AMP Test Generation & Validation

Mapped out developer workflows to scale testing tools

MongoDB Compass AI Query Bar

Foundational research for the first genAI feature on Compass

MongoDB Compass Aggregation Wizard

Increasing discoverability and engagement via usability testing