Insights
Things we've figured out.
Short, practical breakdowns on AI, automation, and smarter systems for growing businesses. Filter by category or read the lot.
How SMEs Can Prioritise AI Without Getting Overwhelmed
AI moves fast — new tools, models, and platforms appear every week, each claiming to transform your business. For most small and medium businesses, this constant noise doesn't create clarity. It creat…
Most UK SMEs Are Buying AI. Few Are Profiting From It.
# Most UK SMEs Are Buying AI. Few Are Profiting From It.…
The Week AI Started Selling to Small Businesses
Anthropic has been building toward enterprise for two years. On 13 May it pivoted and named something smaller.…
Why Most AI Content Fails (And What You Should Do Instead)
We're in an era where everyone uses AI to create content — but 90 percent of it looks the same. Generic. Bland. Repetitive. Forgettable.…
Automation Is the New Leverage for Small Businesses
Small businesses often assume automation is complicated, expensive, or something only large companies benefit from. That used to be true — now it's completely wrong.…
The Real Reason SMEs Struggle With AI (And How to Fix It)
Most small businesses already know they should be using AI.…
Evaluating AI Agencies: a 10-Point Checklist for UK SMEs
AI agencies have multiplied faster than AI models. In the last eighteen months, LinkedIn has sprouted a thousand "AI automation experts," most of whom have never shipped a system that lives in product…
The Realistic Cost of AI Automation for UK SMEs
The most common question we get isn't *"what can AI do for my business?"* It's *"what does it actually cost?"*…
The Five Ops Processes Every SME Should Automate First
When businesses ask us *"where should we start with automation?"*, the honest answer is almost always the same: the boring stuff.…
GEO vs SEO: Why You Need Both in 2026
Search is fragmenting.…
The hidden revenue gap: why UK SMEs are buying AI now
# The hidden revenue gap: why UK SMEs are buying AI now…
Why Pasting More Text Into AI Often Gets You a Worse Answer
**TL;DR:** AI tools can only hold so much text at once — and the more you pile in, the worse they get at finding the right answer. Giving an AI tool less but more relevant text usually works better th…
Context Rot — How Long Inputs Degrade LLM Performance
The canonical failure mode isn't using RAG — it's stopping at retrieval without reranking. The typical stack:…
Context Rot — Why Bigger AI Windows Don't Mean Better Answers
Think of a model reading a long document like a person scanning a very long email thread looking for one specific detail. They'll likely catch it near the top. By page seven of the thread, concentrati…
How to Actually Use AI Tools at Work (And Stop Wasting Half Their Potential)
**TL;DR:** Most people use AI tools the same way they use a smartphone — only the basics. This guide shows you the simple habits that unlock real value: pick one tool, pay for it properly, and always…
How to Actually Use LLMs at Work: A Practitioner's Playbook
title: How to Actually Use LLMs at Work: A Practitioner's Playbook description: A technical playbook for SME operators on model selection, tool invocation, context management, and hallucination discip…
How to Actually Use LLMs at Work — A Practical Playbook
**TL;DR:** Large language models — AI systems trained on vast amounts of text to predict and generate human-like responses — are genuinely useful at work, but most people use them badly. The gap isn't…