AI & Automation Glossary
Plain-English definitions of the AI, automation, and marketing operations terms we use every day.
AI Hallucination: Why Models Make Things Up
An AI hallucination is when a model generates false or ungrounded information. Learn why it happens, how to reduce it, and when to keep humans in the loop.
Chatbot vs Virtual Assistant: What's the Difference?
Chatbot vs virtual assistant explained in plain English: what each does, how SMEs use them, a real example, and when neither is the right tool.
Context Window: What It Means in AI
A context window is the maximum text an AI model can process at once, measured in tokens. Here's what it means for your business in plain English.
Customer Churn Prediction Explained for Businesses
Customer churn prediction estimates which customers are likely to leave so you can act first. Here's how it works for SMEs, with a real example and limits.
Data Pipeline: What It Is and Why It Matters
A data pipeline moves and processes data from sources to destinations. Learn how data pipelines work for SMEs, with a real example and when to skip one.
Few-Shot Prompting: How It Works and When to Use It
Few-shot prompting means showing an AI a few examples in the prompt to guide its output. Learn how it works, when to use it, and when it falls short.
Structured Output in AI: Getting Clean, Usable Data
Structured output AI returns data in a fixed format like JSON, so you can parse it and feed it straight into other software. Here's how it works.
What Are AI Guardrails and Why They Matter
AI guardrails are rules that constrain how an AI system behaves. Learn what they are, how they work for small businesses, and when they fall short.
What Is a Customer Data Platform (CDP)?
What is a customer data platform (CDP)? A plain-English guide to how CDPs unify customer data, when they help SMEs, and when they're overkill.
What Is a Drip Campaign? Definition and Examples
What is a drip campaign? A plain-English definition with real examples, how it works for small businesses, and when it isn't the right tool.
What Is a Large Language Model (LLM)?
A plain-English guide to what a large language model (LLM) is, how it works for small businesses, and when it's the wrong tool for the job.
What Is a System Prompt in AI?
A system prompt is the hidden instruction that sets an AI's role, tone, and rules before users type anything. Here's how it works for SMEs.
What Is a Vector Database? A Beginner's Guide
What is a vector database? A plain-English guide for small businesses on how vector databases power AI search, recommendations, and chatbot memory.
What Is a Webhook? How Automated Triggers Work
A webhook is an automated message one app sends another when an event happens. Learn how webhooks work, with a plain-English example for small businesses.
What Is Agentic AI? A Plain-English Definition for SMEs
Agentic AI plans and runs multi-step tasks toward a goal, using tools and adjusting as it goes. Here's what that means for small and mid-sized businesses.
What Is AI Workflow Automation?
AI workflow automation explained in plain English: what it is, how it differs from traditional automation, and where it actually saves businesses time.
What Is an AI Agent?
An AI agent is a program that decides which actions to take to complete a task within human-set guardrails. Here's how it works for small businesses.
What Is an AI Orchestration Layer?
What is an AI orchestration layer? Plain-English guide to how it coordinates AI models, tools, and data — and when your business doesn't need one.
What Is an AI Voice Agent? A Plain-English Guide
An AI voice agent handles spoken conversations using speech recognition and synthesis. Learn how it works, where it helps SMEs, and when not to use one.
What Is an Escalation Workflow?
An escalation workflow routes unresolved issues to higher support levels. Learn how it works, a real example, and when SMEs should not use one.
What Is Business Process Automation (BPA)?
Business process automation uses software to run end-to-end workflows like approvals and data entry with minimal manual effort. Here's how it works for SMEs.
What Is Conversational AI?
Conversational AI is software that holds natural back-and-forth conversations with customers across chat, email, and voice. Here's how it works for SMEs.
What Is Customer Onboarding Automation?
Customer onboarding automation uses workflows to guide new customers through setup automatically. Learn how it works, when to use it, and its limits.
What Is Data Enrichment?
Data enrichment adds missing details to existing records so your contacts and leads are more complete. Here's how it works for SMEs.
What Is Fine-Tuning an LLM? A Plain-English Guide
Fine-tuning an LLM means training a pre-trained model on your own task-specific data. Here's how it works, when to use it, and when not to.
What Is Human-in-the-Loop (HITL)?
Human-in-the-loop means a person reviews or approves AI output at set checkpoints before it acts. Learn how HITL works for small businesses and when to use it.
What Is Intelligent Document Processing (IDP)?
Intelligent document processing (IDP) uses AI to capture, classify, and extract data from documents like invoices and forms. Here's how it works for SMEs.
What Is Intent Classification?
Intent classification sorts customer messages by what they want. Learn how it works, a real example, and when it's not the right tool for your business.
What Is Knowledge Base Automation?
Knowledge base automation uses software to create, organize, and update support content with less manual work. Here is how it works for SMEs.
What Is Lead Scoring and How Does It Work?
Lead scoring ranks prospects by how likely they are to buy, so your team contacts the right leads first. Here's how lead scoring works in practice.
What Is Natural Language Processing (NLP)?
What is natural language processing (NLP)? A plain-English guide to how computers read, interpret, and generate human language — and where it helps SMEs.
What Is Omnichannel Customer Support?
What is omnichannel customer support? A plain-English guide to connecting email, chat, phone, and messaging into one consistent customer experience.
What Is Predictive Lead Generation? A Simple Guide
Predictive lead generation uses data and machine learning to find prospects most likely to convert. Here's how it works for SMEs and when to skip it.
What Is Prompt Engineering?
Prompt engineering means writing clear, structured instructions so AI gives reliable output. Here's how it works for small businesses, with a real example.
What Is Retrieval-Augmented Generation (RAG)?
Retrieval-augmented generation lets an AI look up facts from your own documents before answering, so responses are grounded in your data, not guesswork.
What Is Robotic Process Automation (RPA)?
Robotic process automation (RPA) uses software robots to handle repetitive, rule-based digital tasks. Learn how RPA works for small and mid-sized businesses.
What Is Semantic Search? A Plain-English Guide
What is semantic search? A plain-English guide to how it interprets meaning over keywords, how SMEs use it, and when it's not the right tool.
What Is Sentiment Analysis? A Plain-English Guide
What is sentiment analysis? A plain-English guide to opinion mining, how it works for SMEs, a real example, and when it is not the right tool.
What Is Synthetic Data?
Synthetic data is artificially generated data that mimics real data. Learn how it works for training and testing models, with honest limits for SMEs.
What Is Workflow Orchestration?
Workflow orchestration coordinates automated steps, tools, and people into one reliable sequence with error handling. Here's how it works for SMEs.
What Is Zero-Shot Prompting?
Zero-shot prompting means asking an AI to do a task with no examples. Learn how it works, when to use it, and when it falls short for SMEs.