We present a hybrid framework for typeahead search that combines prefix matching with semantic retrieval using open-source tools. Applied at Quizlet, it indexed 200 million terms and improved coverage, boosted relevance, and lifted suggestion engagement by up to 37 percent—offering a reusable approach for building scalable, robust query suggestions.