Fastest way to search a word in a word list?

Question

I have a word list like "English Open Word List" used to create word games. The list is in txt file with space between words, like; aa aah aahed .........and so on. I want to search it while typing the letters in the word, like google suggestions in the search bar. What is the fastest algorithm to do it? In any language?