The AI Glossary, in Plain English

60 essential AI terms explained without jargon. From everyday consumer tools to advanced safety concepts — find a term you've heard, learn what it really means, and see a real-world example.

How to use this glossary: Browse by audience below — terms most relevant to you are grouped together. Each term has a "fear level" badge (low/medium/high) so you know upfront whether it's a scary headline-grabber or routine tech. Click any term for a full plain-English definition, real-world example, and related-term cross-references.

For General Audiences

AI Alignment

The field of research dedicated to ensuring AI systems act in ways that match human values and goals.

MEDIUM

Algorithm

A set of step-by-step instructions a computer follows to solve a problem or complete a task.

LOW

Algorithmic Bias

When an AI system produces unfair or prejudiced decisions because the data it learned from contained human biases.

MEDIUM

Artificial General Intelligence

A theoretical, future form of AI that is as smart as, or smarter than, a human across every possible subject.

HIGH

Artificial Intelligence

Computer systems designed to perform tasks that normally require human intelligence, like recognizing speech or making decisions.

LOW

Data Privacy

The concern over how AI companies collect, store, and use your personal information when you interact with their tools.

HIGH

Deep Learning

A highly advanced subset of machine learning that uses multi-layered neural networks to solve incredibly complex problems.

LOW

Deepfake

Highly realistic, AI-generated fake videos, audio, or images of real people doing or saying things they never did.

HIGH

GPU

Graphics Processing Unit; a highly powerful computer chip originally made for video games, now essential for running AI.

LOW

Generative AI

AI systems that can create brand new content, such as text, images, audio, or video, based on user instructions.

MEDIUM

Guardrails

Safety rules programmed into an AI to prevent it from generating harmful, illegal, or highly offensive content.

LOW

Hallucination

When an AI confidently makes up false information, presenting it as a fact.

MEDIUM

Large Language Model

The underlying AI technology that powers smart chatbots by predicting which words should come next in a sentence.

MEDIUM

Machine Learning

A type of AI where computers learn from data and improve over time without being explicitly programmed for every single step.

LOW

Model Collapse

A theoretical problem where AI models get dumber over time because they are accidentally trained on AI-generated garbage.

MEDIUM

Natural Language Processing

The branch of AI focused on helping computers understand, interpret, and generate human language.

LOW

Neural Network

A computer system inspired by the human brain, using interconnected nodes to process information and recognize patterns.

LOW

Surveillance AI

AI systems used to monitor, track, and analyze human behavior, often through facial recognition or data tracking.

HIGH

Training Data

The massive collection of text, images, or audio used to teach an AI system how to perform its tasks.

MEDIUM

Transformer

A breakthrough AI architecture invented in 2017 that allows computers to understand the context of entire sentences at once.

LOW

For Consumers

Anthropomorphism

The human tendency to treat AI as if it has feelings, consciousness, or a personality, even though it is just math.

LOW

Autocomplete

A feature that predicts the rest of a word or sentence you are typing based on common language patterns.

LOW

ChatGPT

A popular AI chatbot created by OpenAI that can write essays, answer questions, and hold human-like text conversations.

MEDIUM

Chatbot

A computer program designed to simulate conversation with human users, usually over text.

LOW

Closed Source AI

AI models where the underlying code is kept secret and owned by a company, usually accessed by users through a paid service.

LOW

Memory

A feature that allows an AI chatbot to remember facts about you from past conversations to make future chats more personalized.

MEDIUM

Multimodal AI

An AI system that can understand and generate multiple types of data, such as text, images, and audio, all at the same time.

LOW

Prompt

The typed instruction, question, or command you give to an AI system to tell it what you want it to do.

LOW

Recommendation Engine

An AI system that suggests products, content, or services to you based on your past behavior and preferences.

LOW

Small Language Model

A compact, highly efficient AI model designed to run directly on phones or laptops without needing an internet connection.

LOW

Voice Assistant

A digital helper that understands spoken commands and can answer questions or control smart devices.

LOW

Voice-to-Voice AI

AI systems that listen to your spoken words and instantly reply with a highly realistic, emotive synthetic voice.

MEDIUM

For Creators

For Professionals

AI Agent

An advanced AI system that can make decisions, use software tools, and take actions on its own to achieve a goal.

MEDIUM

AI Detector

Software designed to analyze text or images and guess whether they were created by a human or an AI.

MEDIUM

API

Application Programming Interface; a software bridge that allows two different computer programs to talk to each other.

LOW

Context Window

The amount of text an AI can remember and consider at one time during a single conversation.

LOW

Copilot

An AI assistant integrated into software to help you work faster by drafting text, writing code, or making charts.

LOW

Embedding

A way of translating words, images, or concepts into a list of numbers so a computer can understand their underlying meaning.

LOW

Fine-Tuning

The process of taking a general AI model and giving it extra, specific training so it becomes an expert at one particular task.

LOW

Grounding

The process of connecting an AI's answers to verified, real-world facts or specific documents to prevent it from making things up.

LOW

Inference

The moment when an AI model actually runs and produces an answer or prediction based on the prompt you gave it.

LOW

Job Displacement

The fear and reality of human workers losing their jobs because AI can perform their tasks faster and cheaper.

HIGH

Model Context Protocol

MCP is a new open standard that allows AI assistants to securely connect to your personal files and business apps.

LOW

Parameter

The internal settings or "knobs" inside an AI model that determine how it makes decisions and generates text.

LOW

Prompt Injection

A cyberattack where a hacker hides secret instructions inside text that an AI reads, causing the AI to misbehave.

HIGH

RAG

Retrieval-Augmented Generation; a technique that lets an AI search a specific database for facts before answering a question.

LOW

Reasoning Model

A newer type of AI designed to "think" through complex problems step-by-step before blurting out an answer.

LOW

Synthetic Data

Fake, computer-generated information used to train AI models when real human data is unavailable or too private to use.

LOW

Token

The basic building blocks of text that AI reads and writes, usually representing a word or a piece of a word.

LOW

Vector Database

A specialized storage system designed to hold AI embeddings, allowing computers to quickly find related concepts and information.

LOW