Current Pain Points in Knowledge Management:

• Keyword Dependency: Traditional search only finds exact term matches, missing relevant content using different terminology
• Time Waste: Knowledge workers spend ~20% of their workday searching for information across systems
• Manual Overhead: Content requires time-consuming tagging and categorization
• Lost Context: Relationships between documents disappear in traditional search

The Semantic Gap: Without understanding meaning, search engines can't truly understand what users are looking for, resulting in missed connections and duplicated work efforts.