AI automation,
plain English.
No jargon. Practical explanations of the tools and concepts behind real automation systems - written by the people who build them.
What is n8n?
n8n is an open-source workflow automation platform that you can self-host - giving you full control over your data and infrastructure.
What is Make (formerly Integromat)?
Make is a visual automation platform that lets you connect apps and build complex multi-step workflows without code.
What is Zapier?
Zapier is the most widely used no-code automation platform, connecting 6,000+ apps through simple trigger-action workflows called Zaps.
Make vs Zapier: Which should you use?
Make and Zapier both automate workflows between apps - but they differ significantly in price, complexity handling, and the right use cases.
What is a Make.com Scenario?
A Make.com scenario is a visual automation workflow made up of connected modules - each module performs one action in one app.
Zapier Alternatives: Make.com and n8n Compared
Make.com and n8n are the two main Zapier alternatives - offering more power and lower cost for businesses that have outgrown Zapier's pricing or capabilities.
What is No-Code Automation?
No-code automation lets non-developers build automated workflows by connecting apps visually - without writing any code.
What is RAG (Retrieval-Augmented Generation)?
RAG is a technique that gives AI models access to your own data at query time - so the model answers questions based on your documents, not just its training data.
Claude API vs OpenAI API: What's the difference?
Both Claude (by Anthropic) and OpenAI's GPT models are large language models accessible via API - but they differ in performance, safety design, context window, and pricing.
What is an AI Agent?
An AI agent is a system where a language model can take actions - calling tools, making decisions, and running multiple steps - to complete a goal autonomously.
What is an LLM (Large Language Model)?
An LLM is an AI model trained on vast amounts of text that can generate, summarize, classify, and reason about language - the technology behind ChatGPT, Claude, and Gemini.
What is Prompt Engineering?
Prompt engineering is the practice of designing and refining the instructions you give an AI model to get reliable, accurate, and useful outputs for your specific use case.
What is Workflow Automation?
Workflow automation is the practice of replacing manual, repetitive multi-step processes with software that executes them automatically based on triggers and rules.
What is Automation ROI? How to calculate it.
Automation ROI is the return you get from investing in an automated workflow - measured as time saved, errors reduced, and revenue recovered versus the cost to build and maintain the system.
What are Webhooks?
A webhook is a way for one app to automatically send real-time data to another app when something happens - instead of the receiving app having to constantly check for updates.
What is API Integration?
API integration is the process of connecting two or more software systems so they can share data and trigger actions automatically.
What is CRM Automation?
CRM automation uses tools and AI to automatically update contact records, trigger follow-up sequences, score leads, and route deals - without manual data entry.
What is Document Automation?
Document automation is the process of automatically generating, processing, extracting data from, or routing documents - using templates, rules, or AI.
What is an ERP System?
An ERP (Enterprise Resource Planning) system is software that manages core business processes - inventory, procurement, finance, and operations - in one integrated system.
What is Business Process Automation (BPA)?
Business process automation (BPA) is the use of software and AI to perform repetitive, rule-based business tasks - reducing manual work, errors, and processing time.
What is Lead Scoring?
Lead scoring assigns a numeric value to each lead based on their likelihood to buy - so sales teams focus on the best prospects first.
What is Email Automation?
Email automation sends the right email to the right person at the right time - triggered by actions, time delays, or behavioral signals - without manual sending.
What is per-player scoring?
Per-player scoring is a retention approach where a model returns one decision per individual player, instead of assigning everyone in a cohort the same treatment.
What is reactivation scoring?
Reactivation scoring estimates the probability that an already-inactive customer will come back if you contact them - a different question from whether an active customer is about to leave.
What is player LTV?
Player lifetime value is the total net revenue a single player is expected to generate over their whole relationship with an operator, after bonuses and payment costs.
What is gradient boosting?
Gradient boosting is a machine learning method that builds many small decision trees in sequence, each one correcting the errors of the ones before it.
What is churn prediction?
Churn prediction is a model that estimates how likely a given customer is to stop using or paying for a product within a defined future window.
What is feature engineering?
Feature engineering is the work of turning raw event data into the numeric signals a model can actually learn from - and it is usually where most of a project's accuracy comes from.
What is model drift?
Model drift is the gradual decay of a deployed model's accuracy as the real world moves away from the data it was trained on.
What is model calibration?
Calibration is the property that a model's predicted probabilities mean what they say - among all cases scored at 0.7, roughly 70% should actually occur.
What is shadow mode deployment?
Shadow mode is running a new model live against real production data while nobody acts on its output - so you can measure it in the real world before it can do damage.
What is MLOps?
MLOps is the operational discipline of keeping a machine learning model working in production - deployment, monitoring, retraining, and versioning - as opposed to building it once.
What is fine-tuning?
Fine-tuning is further training an existing language model on your own examples so it reliably produces a specific format, style, or behaviour.
What is a vector database?
A vector database stores text as numeric embeddings and retrieves the passages closest in meaning to a query, rather than matching keywords.
What is Generative Engine Optimization (GEO)?
Generative Engine Optimization is the practice of getting a brand named and cited inside answers that AI engines compose, rather than ranked as a link on a search results page.
What is Answer Engine Optimization (AEO)?
Answer Engine Optimization is optimizing content so it gets extracted and quoted directly as the answer to a question, in AI assistants, featured snippets and voice results.
What is AI visibility?
AI visibility is how often and how prominently a brand appears in the answers AI engines generate for the questions its buyers ask.
Does llms.txt work?
No - published measurement shows llms.txt files are almost never requested, and Google has stated it does not use them, so the file is currently hygiene rather than a growth lever.