Good Transformer
AI adoption2 min read
AI is not a productivity upgrade. It's a structural shift.
Treating AI as a faster way to do today's work misses the point. The harder, more useful question is what the work itself should become.
10 June 2026
Insights
Practical writing on using AI with judgement — adoption, leadership, and the ethical questions that come with it — plus useful guides and templates you can take away.
AI literacy7 min read
AI literacy for leaders is not knowing every AI tool
The tools change every few months. What leaders actually need to understand barely changes at all. Five durable parts of AI literacy, and how to build them.
13 June 2026
AI adoption7 min read
Assistant, automation or agent: what does your business actually need?
Assistant, automation or agent? A four-level test — Answer, Assist, Automate, Act — for deciding how much to hand to AI, and how much to keep.
12 June 2026
AI adoption7 min read
How to choose your first serious AI use case
The best first AI project is rarely the most futuristic. A five-part test, VALUE, for picking a use case that is frequent, worthwhile and safe to get wrong.
11 June 2026
AI adoption6 min read
AI productivity is not the same as business value
Saving ten minutes is not the same as making money. Four levels, from task efficiency to business outcome, for turning AI time savings into something real.
10 June 2026
Leadership2 min read
Five questions to ask before buying another AI tool
Tool sprawl is the quiet tax of AI adoption. Five plain questions that separate a useful purchase from another unused licence.
4 June 2026
AI adoption2 min read
Why your AI pilot didn't scale (and what to do about it)
Successful pilots that quietly die are the most common pattern in AI adoption. The reasons are predictable — and mostly fixable.
28 May 2026