THEME BASED FONT SEARCH

Aspects of the disclosure include methods and systems for providing a theme based font search in a manner that bypasses the latency limitations inherent to large language models and ensures domain-relevant answers. An exemplary method can include inputting a font category to a compact model to generate a font tag embedding and inputting a search query to the compact model to generate a query embedding. A distance measure is determined between the query embedding and the font tag embedding. The font category for the font tag embedding is provided as a suggested font category responsive to the distance measure satisfying a predetermined threshold.