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AI Automation Glossary

Plain-English definitions of the AI and automation terms every service-business owner runs into — what they mean, why they matter for your business, and a real example.

Automation Basics

Workflow AutomationWorkflow automation is the use of software to carry out a repeatable series of steps — moving information, gen… Business Process Automation (BPA)Business process automation is the automation of complete, often multi-department business processes — not jus… AI Operations AutomationAI operations automation applies artificial intelligence — especially language models — to the day-to-day oper… Robotic Process Automation (RPA)Robotic process automation uses software 'bots' to mimic the clicks and keystrokes a person would make in exis…

AI Foundations

Machine Learning (ML)Machine learning is a branch of AI where software learns patterns from data rather than being explicitly progr… Generative AIGenerative AI is AI that creates new content — text, images, code, summaries — rather than just classifying or… Natural Language Processing (NLP)Natural language processing is the field of AI focused on understanding and working with human language — read… Prompt EngineeringPrompt engineering is the practice of writing clear, well-structured instructions for a language model so it p… Retrieval-Augmented Generation (RAG)Retrieval-augmented generation is a technique where an AI model looks up relevant information from your own do… Fine-TuningFine-tuning is further training an existing AI model on your own examples so it adapts to a specific task, ton… Model Context Protocol (MCP)The Model Context Protocol is an open standard for connecting AI models to external tools and data sources in …

AI & Agents

AI AgentAn AI agent is a system built around a language model that can take actions to accomplish a goal — not just an… Agentic AIAgentic AI describes AI systems that behave like agents — planning a sequence of steps, using tools, and actin… Large Language Model (LLM)A large language model is an AI trained on vast amounts of text to understand and generate human language. It … Human-in-the-LoopHuman-in-the-loop is an automation design where a person reviews or approves certain steps before the system p… ChatbotA chatbot is software that holds a conversation with users through text (or voice), answering questions and gu…

Integration & Tech

No-Code AutomationNo-code automation refers to building automations through visual, drag-and-drop tools — like Zapier or Make — … Systems IntegrationSystems integration is connecting separate software tools so they share data and work together as one flow — f… API (Application Programming Interface)An API is a defined way for one piece of software to talk to another — a set of endpoints one system exposes s… WebhookA webhook is an automatic message one app sends to another the moment something happens — a 'push' notificatio… Trigger and ActionTrigger and action is the basic building block of most automations: a trigger is the event that starts the wor… MiddlewareMiddleware is software that sits between two or more systems and manages the flow of data and logic between th… Workflow OrchestrationWorkflow orchestration is the coordination of a multi-step process across different tools and tasks — deciding… Knowledge BaseA knowledge base is an organized store of a business's information — policies, procedures, FAQs, product detai… Vector DatabaseA vector database stores information as mathematical representations (embeddings) that capture meaning, so an …

Platforms & Tools

ZapierZapier is a popular no-code automation platform that connects apps through simple 'if this, then that' rules (… Make (formerly Integromat)Make is a visual no-code/low-code automation platform that connects apps and builds multi-step workflows with … n8nn8n is a flexible workflow-automation tool (often self-hosted) that offers visual building plus the ability to… Microsoft Power AutomatePower Automate is Microsoft's automation platform, tightly integrated with Microsoft 365 (Outlook, Excel, Shar…

Use Cases

Document AutomationDocument automation is the automatic reading, creation, or processing of documents — extracting data from inco… Client Intake AutomationClient intake automation streamlines the process of bringing on a new client — collecting their information, r… Data ExtractionData extraction is pulling specific, structured information out of unstructured or semi-structured sources — r… Invoice Processing AutomationInvoice processing automation reads incoming invoices, extracts the key details (vendor, amount, dates, line i… Appointment Scheduling AutomationAppointment scheduling automation handles booking, confirmations, reminders, and rescheduling automatically — …

Getting Started

Automation AuditAn automation audit is a structured review of how a business actually works today — mapping its repetitive wor… Return on Investment (ROI) for AutomationROI for automation is the measure of what an automation returns relative to what it costs — typically the labo…

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