8 AI Terms You Need To Know in 2026
Mo Shehu
1 June 2026
Hallucination, RAG, shadow AI, agentic workflows—here are plain English definitions of common AI terms you need to know.
AI news, guides, and insights
Hallucination, RAG, shadow AI, agentic workflows—here are plain English definitions of common AI terms you need to know.
Before you sign an agentic AI contract, run it through SCOPE. A procurement guide to vendor evaluation that goes beyond the sales demo.
Gen Z isn’t rejecting AI. They’re rejecting the mandatory, uninvited, impossible-to-remove version of it. Here’s what the data and their own voices say.
Enterprise AI adoption challenges include poor data, weak strategy, lagging ROI, shadow AI, harmful tools, and weak AI governance.
University, for-profit, corporate, or independent: four AI training modes, each with distinct strengths and limitations. Here’s how to choose the right one.
Amdahl’s law sets a hard ceiling on AI agent productivity. Here’s why that ceiling makes skilled developers more valuable, not less.
It’s time to stop thinking of AI agents as magical assistants floating in isolation, and instead think of them as workers inside a communication system.
Agentic AI systems already run in production. Here’s what current governance frameworks cover, what they leave open, and what organisations build before deployment.
Gen Z uses AI but trusts it less every year. Two major 2026 studies explain the gap between adoption rates and the anger, anxiety, and scepticism underneath them.
Shadow AI usage occurs when organisations demand productivity, restrict AI tools, and skip training, governance, and risk management.
Data entry costs large UK organisations hundreds of thousands annually. Here’s the conservative maths on AI workflow automation ROI.
Global AI spending hits $2.52 trillion in 2026, but 95% of enterprise projects fail to show measurable returns. Here’s what most AI budgets are missing.
I audited a financial consultant’s AI workflow and found a capable senior leader working around a culture that hadn’t caught up. Here’s what I found and recommended.
Agentic AI templates promise speed, but often deliver inherited debt. Here’s what workflow inheritance really costs—and what the maintenance phase will demand.
Most AI model cards are compliance theatre. Here’s a practitioner’s guide to reading them critically before you sign off on a vendor’s AI system.
ISO 42001 is the first international standard for AI governance. Here’s what it is, how it works, and what certification involves.
An AI audit covers your current tools, your workflows, and your team’s readiness. Here’s what the process looks like, plus a free report template.
Answer Engine Optimization promises new marketing success. Every tactic it recommends was already standard SEO practice. Here’s the forensic case against it.
This practical, plain-language guide to AI audits covers the process, the domains assessed, and what a good report looks like, with a free template.
From AI audits to adoption specialists, here’s how organisations in Africa can build a working AI strategy.
Everyone says they keep humans in the loop. Few invest in making those humans effective. Here’s what good HITL practice looks like.
Most AI transformations fail for the same reason digital ones did: people get ignored. Here’s a framework for building AI maturity in your organization.
Most organisations have AI governance policies that don’t match how employees actually use AI. Here’s what the gap looks like and how to close it.
Most businesses need an AI specialist and a trained team eventually. This framework helps you decide which one to invest in first.
A practical guide to building AI literacy for white-collar professionals, career switchers, and anyone rebuilding after a layoff.
Most companies hire an AI Adoption SME with the wrong spec. Here’s how to define the role correctly, assess candidates well, and onboard them for impact.
Your content marketing team adopted AI and now you’re producing mediocre work faster. Here’s why that happens and what better implementation looks like.
Model Context Protocol changes how AI works in marketing. Here’s what MCP in marketing looks like across reporting, email, ads, and more.
Hiring a forward deployed engineer? Get the job description template, screening criteria, and interview questions that identify the right candidates.
Companies now grade staff on AI token usage. Goodhart’s Law predicts exactly what happens next: AI tokenmaxxing.
RAG lets AI answer questions using your own documents and data. Here’s what it is, how retrieval works, what it costs, and whether your business needs it.
AI doesn’t fix a broken workflow; it accelerates it. Here’s why you need to fix the process first before you introduce any automation.
Everyone’s building AI agents. Here’s how to decide whether you should, or whether a simpler tool already solves your problem.
Model Context Protocol lets AI tools connect directly to your business apps and take useful action. Here’s a plain-English guide for small business owners.
Technical skills are commoditised. The hardest thing in AI consulting is communicating across boardrooms, client calls, and system prompts.
A practical walkthrough of AI in a retail context—from the stockroom to paid ads—with what it costs and where to start.
Agentic AI goes beyond chatbots and actually takes action on your behalf. Here’s a plain-English guide for small business owners who want to get ahead of the curve.
AI adoption is accelerating among small businesses. So are the mistakes. Here are seven to avoid before they cost you time and money.
AI isn’t always the answer. Learn how to evaluate any AI use case before you invest—with practical questions and a scoring framework for small businesses.
You don’t need a big budget to start using AI in your business. Here’s what UK small businesses can do for under £100 a month, and where to start.
From prayer to AI, technology has changed our relationship with the divine and how we seek answers in the modern age.
Artificial intelligence is coming for everything from writing and video to voice and gaming. Here’s how to avoid getting replaced by AI tools.
Creating content that drives sales and bookings is hard. AI tools can help you speed up the process. Use these three free AI tools to save you time and money.
Robotic process automation can slash millions of dollars in costs while improving healthcare outcomes. Read on for 6 use-cases for modern healthcare leaders.
AI is coming. Here’s how to navigate the future of work.