Practical · Evidence-led · No fluff

AI that survives Monday morning.

Practical, evidence-led writing on AI adoption, capability, agentic workflows and sustainability — by someone who actually uses it. Aimed at people who want answers, not hype.

Kevin Clubb AI-Native Analyst UK Retail · Hospitality · Education Issue series 2026

The articles.

In article order
The AI Competency Pyramid. Cover showing 20.6m UK workers across 14 levels.
Issue 001 Adoption 7 min read · 20 Apr 2026

The AI competency pyramid.

Where 20.6 million UK workers actually sit. 14 levels, 95% at the bottom, and the jump that costs nothing — but 97% still haven't made.

Read
AI-curious? This is the bit no one tells you. Cover image in Clinical Green design.
Issue 002 Practical AI 4 min read · 25 Apr 2026

AI-curious? This is the bit no one tells you.

Stop typing questions into AI. Start pasting things in. The free habit that beats any productivity app — no subscription, no prompt engineering, no faff.

Read
Four labs. Seven days. No clear winner. Cover image showing the April 2026 AI frontier.
Issue 003 Frontier 9 min read · 28 Apr 2026

Four labs. Seven days. No clear winner.

Six months ago, GPT-5 was the headline. Today, four labs are trading the lead in seven-day cycles. A clear-eyed map of where capability sits in April 2026 — and what it means for enterprise strategy.

Read
Vibe coding capability. Three skill sets collapsed into one prompting loop.
Issue 004 Vibe coding 8 min read · 6 May 2026

Vibe coding capability.

Three skill sets — collapsed into one prompting loop. What vibe coders actually do all day, and why it sits somewhere between Level 4 and Level 5 on the AI competency pyramid.

Read
A British prompt. The comical etiquette of British professionals prompting AI like apologetic emails.
Issue 005 Culture 5 min read · 9 May 2026

A British prompt.

AI doesn't care about please and thank you. So why do British professionals still write prompts like apologetic emails? A comical look at prompt etiquette, productivity, and our incurable politeness.

Read
Slop, or supper? When AI-edited writing stops being slop and starts being yours.
Issue 006 Content 9 min read · 19 May 2026

Slop, or supper?

When does AI-assisted writing stop being slop and start being yours? A working definition, the boredom data, and the line in the sand most people are crossing without realising it.

Read
Mining for the model. Cover showing autonomous off-world mining for AI hardware minerals.
Issue 007 Sustainability 9 min read · 26 May 2026

Mining for the model.

AI is burning roughly Japan's worth of electricity to solve the maths behind autonomous off-world mining — the only viable route to the minerals needed for the next decade of hardware. The maths is ready. The launch cadence isn't.

Read
The Renaissance of the Delivery Squad. Cover showing the 2030 AI-augmented product team.
Issue 008 Agentic 11 min read · 2 Jun 2026

The Renaissance of the Delivery Squad.

Three to five humans. A network of AI agents. The Business Analyst becomes the Outcome Architect, the Developer becomes the Logic Architect, and the squad of 2030 looks nothing like the squad of 2024. Companion white paper on Substack.

Read

The next issue, in your inbox.

One issue per release. Practical, evidence-led, no hype. Unsubscribe any time — no hard feelings.

Powered by Buttondown ↗

Also on Substack
Deeper research, white papers and podcast versions — for people who'd rather listen than read.
Open Substack
About the author

Senior business analyst. AI super-adopter. Still learning.

I've spent twenty years bridging business and technical teams across retail, fashion, finance and now hospitality & catering. The last twelve months have been almost entirely about putting AI to work — properly, in real production systems, not as a demo.

AI Sustained is where I write up what I'm learning. Practical, evidence-led, and aimed at people who want to use AI well — not people who want to be sold something.

If something here is useful, share it. If something is wrong, tell me. If you want to talk shop, find me on LinkedIn.