semantic clustering

Semantic clustering is a technique used to group unstructured text data by meaning rather than exact keywords, enabling pattern discovery at scale. In the context of Windows and Microsoft ecosystems, it powers tools like CX Observe Product Feedback Copilot, which applies AI embeddings and semantic clustering to transform customer feedback from support tickets, surveys, and forums into prioritized user stories. This approach helps product teams surface high-value themes buried in noise, turning raw feedback into actionable strategic guidance. The method combines machine learning with human domain expertise to improve decision-making in enterprise IT and product development environments.