Ambiguous Terminology and Navigation
AI brings a spatial layer to your memos, helping you see connections at a glance.

I conducted a thorough content audit and redesigned the key terminology system, which informed the product’s overall organizational structure. The platform faced challenges with ambiguous course-related terminology—categories like subject, topic, focus topic, volume, and course were overlapping and poorly defined.
This ambiguity caused confusion for first-time users and created significant design and navigation issues across the product.