Interactive explainer

How an LLM turns a question into an answer

Follow one simple question through the main stages—from words and tokens to context, prediction and a finished response.

This is a simplified teaching model, not a literal view inside every AI product.

From words to meaning to answer

One question. Six stages.

Your question

What is the highest mountain in the world?

Text in. No separate record of what you meant.

01It begins with text.

The model receives the words of your question. It does not receive your intention as a separate object.

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The essentials

Three ideas to take away.

01

Tokens

Models process chunks of text, not meaning as a complete human thought.

02

Context

Representations change as words influence one another.

03

Prediction

An LLM generates likely continuations; fluency is not proof of accuracy.

From understanding to practice

Help your team move from understanding to confident use.

The practical AI training turns concepts like this into a clear method for choosing, directing and reviewing AI in everyday work.