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AI Glossary for Small Business Owners: Plain-English Definitions

A plain-English AI glossary for small business owners, defining the terms you actually need, from prompt to hallucination, without the jargon.

By Ben Behmer· Updated June 17, 2026· 4 min read· For Small business owners

This AI glossary defines the handful of terms small business owners actually need in plain English. A prompt is what you ask the AI, a model is the system that answers, and a hallucination is when the AI states something false with confidence. You do not need the rest of the jargon to get value.

Use this as a quick reference. To put the terms to work, read our AI audit.

The core terms

  • Prompt: the instruction or question you give the AI
  • Model: the AI system that generates the answer
  • Generative AI: AI that creates text, images, or code
  • Hallucination: a confident but false AI answer

Terms you will see in tools

  • Token: a chunk of text the model processes
  • Fine-tuning: adapting a model to specific data
  • Context window: how much text the model can consider at once
  • Assistant: a chat-based AI you interact with

Treat the figures below as third-party research and general context, not a forecast for your own business.

Why hallucination matters most

Of all these terms, hallucination is the one to remember. Because AI can be confidently wrong, a human review step is the single most important habit.

A real-world reference

Stanford HAI's AI Index tracks the field in depth if you want to go beyond the basics.

Frequently asked questions

What is a prompt in AI? +

The instruction or question you give the AI. Clear prompts produce better answers.

What is an AI hallucination? +

When the AI states something false with confidence. It is why human review matters.

What is generative AI? +

AI that creates content such as text, images, or code in response to a prompt.

Do I need to learn AI jargon? +

Only a few terms. Understanding prompt, model, and hallucination covers most everyday use.

More beginner guides on our blog.