AI Earning Glossary: Plain-English Terms Explained

AI Earning Glossary

Plain-language definitions of the terms you’ll meet when researching AI income, including the ones scammers lean on.

By Tom Morgan. Last reviewed: October 2026.

Jump to: A · B · E · F · G · H · L · P · S · T


A

AI agent

Software that uses an AI model to carry out multi-step tasks with some independence, such as drafting, sending or scheduling, instead of only answering a single prompt. Agents still need human oversight, and some platforms require AI-generated communications to be labeled. See Can an AI Agent Actually Replace Your VA?

AI washing

Exaggerating or misrepresenting what AI a product uses or what it can do. The US Federal Trade Commission uses the term for unsubstantiated or misleading claims about AI. See Resources.

Affiliate link

A link that pays the site a commission if you buy through it, at no extra cost to you. See the Affiliate and Partner Disclosure.

Automation

Setting up tools to perform repeated tasks without manual effort each time. It usually takes real setup work and ongoing maintenance. See AI Automation Tools.

B

Business opportunity

In US consumer-protection terms, an offer where you pay for the right to sell products, use a system or work under a license, with the promise or suggestion that you’ll earn money. The FTC’s Business Opportunity Rule has specific disclosure requirements for these. See Resources.

E

Earnings claim

Any statement about how much money you can or will make. Claims should be supportable. If someone can’t show evidence for theirs, be cautious. See the Income Disclaimer.

Earnings claim statement

A document that, under the FTC’s guidance for business opportunities, a seller making an earnings claim must provide. If a seller says things that contradict their disclosure documents or this statement, treat it as a warning sign. See the FTC guidance.

F

Free tier

A no-cost plan with limits on usage or features. It’s usually enough to test whether a method works for you before you pay. See FAQ: Do I need premium tools?

Freelancing with AI

Selling a skill you already have, such as writing, design, code, or admin, while using AI tools to cut the time the work takes. See Freelancing with AI.

G

Generative AI

AI that produces new content, such as text, images, audio, video, or code, from a prompt. ChatGPT-style assistants and image generators are examples. See Elements of AI for a free introduction.

H

Hallucination

When an AI model produces confident-sounding output that is false or invented. It’s why AI-generated work needs a human check before it goes to a client or gets published.

L

Large language model (LLM)

An AI model trained on large amounts of text to predict and generate language. The assistants most people use for writing and analysis are built on LLMs.

P

Passive income

Income that continues without constant effort. With AI, it is rarely fully passive, because most “passive” systems need real upfront work and then ongoing maintenance as models, prices, and platforms change. I treat “passive” as a spectrum, not a yes/no label.

Prompt

The instruction or question you give an AI model. Clear, specific prompts generally produce better output.

Prompt engineering

Refining prompts, and sometimes the structure around them, to get more reliable output from an AI model. See Prompt Engineering Tips.

S

Side hustle

Income earned alongside a main job or other commitments. See AI Side Hustles.

Speculative (label)

On this site, a label for an emerging income model with no real evidence yet that it holds up. See How I Test.

T

Tested (label)

On this site, a label meaning I ran the tool or method on a real task and recorded the result. It describes my result, not a typical one. See How I Test.

Tool economics

What an AI subscription or platform costs to run profitably, counting the right plan, learning time, and what it replaces, not just the sign-up price. See AI Tools & Reviews.


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