Search engines and modern language models are hard to explain to non-experts because their key mechanisms remain invisible. We present a reusable, hands-on demonstration that makes indexed lookup, text matching, and context-based semantic similarity tangible through printed artifacts and a short live web demo. Participants move from manual search to increasingly powerful ways of representing text, ending with a themed search interface over a larger collection. Open templates, scripts, and code support adaptation to other languages and themes.