Behavior-Aware Search
Problem
Standard relevance ranking treated all queries equally. Actual usage patterns were radically different from what the taxonomy assumed. Placeholder.
Approach
Logged real query-to-click paths, built a secondary ranking layer on observed behavior. Placeholder.
Outcome
Search success rate improved. More importantly, the system surfaced a mismatch between the official taxonomy and how people actually thought about the content. Placeholder.