Section 1 — Problem Definition


An autocomplete system predicts and suggests query completions as a user types, character by character. The goal is to reduce typing effort, surface popular or relevant queries, and improve UX through speed.

Real-world examples:


Google Search — top-K globally trending completions, personalized by history
YouTube...