Why it matters
Demonstrates product thinking around turning raw search data into decisions and recurring workflows.
Architecture
SYSTEM / VERIFIED ARCHITECTURE LENS
CollectionSite and search signals
AnalysisTechnical + keyword intelligence
CompetitionCompetitor signal comparison
ApplicationNext.js product interface
ReportingAutomated insight and reporting workflows
Public repository This page intentionally avoids invented performance metrics, customer counts or production claims.
Engineering focus
Problem framing → architecture → implementation → validation → documentation → the next useful version. The portfolio is designed to show decisions and evidence, not just screenshots.