Good Transformer

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.

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on AI for ecology consultancies.

AI adoption22 min read

AI for ecology consultancies: you already know the rule

AI helps an ecology consultancy most where it hands back a qualified ecologist's hours. Here is where it is safe to use, the rule that keeps it safe, and how its energy and water cost compares with your fieldwork.

14 July 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on whether DeepSeek is safe for a professional firm.

Deepseek8 min read

Is DeepSeek safe for your firm?

The DeepSeek app and API process your words on servers in China, so keep client work out of both. The same models run by a Western host are a different call.

14 July 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on AI for business owners.

AI adoption7 min read

AI for business owners: reclaim your week from admin

Owners lose most of the week to email, messages and meetings. Where AI hands back several hours, pointed at your inbox, notes and scheduling, without running your business.

12 July 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article explaining ChatGPT Work.

Chatgpt work7 min read

What is ChatGPT Work, and why did the launch confuse everyone?

OpenAI rebuilt ChatGPT into an agent that does the work, then bundled it with a renamed app and a merged Codex. Here is what ChatGPT Work actually is, how it differs from ordinary ChatGPT and Codex, and what your firm should do.

12 July 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on clients judging firms on their AI use.

AI adoption7 min read

Your clients are judging your firm on AI

Clients now assume you use AI and judge whether you use it well. About a third are ready to move work to a firm that does it better. Here is how to close the gap they can see.

11 July 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on AI for private clinics.

AI adoption8 min read

AI for private clinics: the safe wins are in admin

In a private clinic the safe AI wins are in admin. Here is where AI cuts the documentation burden, and here are the data-protection lines a clinical team must hold.

9 July 2026

Dark teal cover with a subtly skewed line of text and the Good Transformer wordmark, marking an article on how AI editing tools shift the position of writing.

AI risk6 min read

The AI that tidies your writing has a slant of its own

A new Oxford study finds AI editing tools introduce a consistent slant into the text they tidy, even when told to preserve it. For firms that run client writing through AI, here is the check worth keeping.

6 July 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on the AI clauses client contracts now need.

AI governance7 min read

The AI clauses every client contract now needs

As AI enters the work you deliver, contracts need new clauses on disclosure, data training, IP and liability. The seven to add, and the wording that protects both sides.

3 July 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on checking whether an AI use pays for itself.

AI adoption8 min read

Is your AI actually paying for itself?

Most firms using AI cannot say whether it returns anything. Here is a short, repeatable way to check whether one AI use is worth the money, and to decide whether to keep it, fix it or drop it.

2 July 2026

A short four-part answer to the question of how a firm uses and governs AI on client work.

AI adoption8 min read

A client asks how your firm uses AI. Could you answer?

Clients have stopped asking whether you use AI and started asking how you control it. Most firms cannot answer cleanly. Here is what a good account contains and how to be ready before the next pitch.

29 June 2026

Dark teal cover showing a stopwatch beside an invoice, with the Good Transformer wordmark, marking an article on pricing professional work when AI reduces the hours.

AI strategy7 min read

When AI cuts the hours, what do you charge for?

AI is compressing the hours behind professional work, and the hourly bill falls with them. A plain way to decide what your firm should charge for once AI does the doing.

28 June 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on checking AI work before it reaches clients.

AI governance8 min read

How to stop AI mistakes reaching your clients

Two respected firms let AI-invented facts reach a court and a client. The verification step that should have caught them failed, was not followed, or was never clearly attached to the AI-assisted work.

27 June 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on budgeting for usage-based AI pricing.

AI cost7 min read

Budgeting for AI that bills by the task

AI is moving off the fixed per-seat licence onto pricing that scales with how much the agent does. How a leader can budget for it, set caps and match spend to value.

22 June 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on AI and the junior apprenticeship gap.

AI and work8 min read

AI is taking the work that used to train your juniors

AI now does the routine entry-level work that used to teach judgement. PwC finds junior roles being asked for senior skills. How to keep developing people when the apprenticeship work has gone.

21 June 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on AI vendor continuity for leaders.

AI risk7 min read

When the AI you rely on gets switched off

A US order switched off a frontier AI model worldwide overnight. A plain continuity check for leaders whose firms rely on tools they do not control.

14 June 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on choosing a first AI use case.

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

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on a practical 90-day AI plan for a small business.

AI adoption6 min read

A practical 90-day AI plan for a small business

A smaller business does not need a three-year programme. It needs ninety controlled days that build evidence, capability and momentum. Here is the sequence.

8 June 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on how AI can make experienced people slower.

AI adoption6 min read

Why intelligent people can become slower with AI

On some tasks AI adds more overhead than it removes, and experts can feel faster while measurably slowing down. A six-part friction test for telling which is which.

6 June 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on the leadership AI skills gap.

Leadership6 min read

The AI skills gap starts at the top

The real AI skills gap is not on the front line. Employees cannot adopt AI well when leaders cannot say what it is for. Four obligations that sit with leadership.

5 June 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on giving AI agents a job description.

AI agents6 min read

Every AI agent needs a job description

An AI agent is a delegated role, not a feature. Give it what you would give a new hire: a remit, limits, a quality bar, an escalation route, and a named human owner.

4 June 2026

Dark teal cover with a node-and-edge motif and the Good Transformer wordmark, marking an article on what leaders should never delegate to AI.

AI governance6 min read

What leaders should never delegate to AI

AI can help with almost any decision. That is not the same as it making the decision. A five-part test, HUMAN, for the calls that must stay with a person.

3 June 2026

Dark teal cover with an uneven jagged-edge motif and the Good Transformer wordmark, marking an article on mapping where AI helps and where it fails.

Working with AI6 min read

Map your own jagged frontier before you buy anything

AI is brilliant at one task and quietly poor at a near-identical one. Vendor demos cannot show you the edge. Here is a cheap, structured way to find where AI reliably helps in your business and where it silently fails.

26 May 2026

Dark teal cover with three empty chairs around a table motif and the Good Transformer wordmark, marking an article on using AI personas to stress-test decisions.

Solo business7 min read

Build a personal AI boardroom for the decisions you make alone

Solo owners make big calls with no one to pressure-test them. Spinning up a small set of AI advisers, a sceptical finance head, a cautious risk voice, the customer, gives a one-person business a cheap sounding board.

25 May 2026

Dark teal cover with a repeating-cog motif and the Good Transformer wordmark, marking an article on choosing a first AI agent for tedious admin work.

AI agents6 min read

Start your first AI agent at the boundary of tedium

Owners imagine agents as exotic and expensive. The first one should clear your boundary of tedium: work too boring to do yourself and too fiddly to hand off. A practical way to pick it and build the smallest useful version.

22 May 2026

Dark teal cover with a small fast arrow overtaking a large slow shape and the Good Transformer wordmark, marking an article on small firms adopting AI faster than big ones.

Small business6 min read

Why a small firm can out-adopt a giant (if it moves now)

Owners assume big companies will win the AI race. Often the opposite holds: a small firm can experiment without the bureaucracy that paralyses large ones. The structural advantage, and how to use it before incumbents wake up.

21 May 2026

Dark teal cover with a single figure connected to several small nodes and the Good Transformer wordmark, marking an article on running a one-person business with AI agents.

Solo business6 min read

Running a one-person business with a team of agents

A growing class of owners run alone while orchestrating tools and AI agents instead of staff. What changes about identity, accountability and how you build when your team is mostly software.

20 May 2026

Dark teal cover with a single small building-block motif and the Good Transformer wordmark, marking an article on starting with a minimum viable AI agent.

AI agents6 min read

Start with a Minimum Viable Agent, not a moonshot

The cheapest way into agentic AI is the smallest useful agent that does one repeatable job end to end. How to scope it, test it against a real problem, and avoid buying capability you will never use.

19 May 2026

Dark teal cover with a scanning-line-over-text motif and the Good Transformer wordmark, marking an article on making a small firm's brand readable by AI.

Marketing6 min read

Your brand is now read by machines too

Customers increasingly research suppliers through AI assistants. That makes part of your brand a machine-reading problem. Three fixes a small firm can make this week to be found and recommended, and how to tell if it is working.

18 May 2026

Dark teal cover with a central document feeding several nodes and the Good Transformer wordmark, marking an article on building a reusable AI context file.

Working with AI6 min read

Context is the moat: teach the AI your business once

The most valuable thing a small team can build is a reusable context: who you are, your house style, your goals and constraints. Write it once so AI stops starting from scratch and the knowledge stops living in one person's head.

15 May 2026

Dark teal cover with a repeating-loop motif and the Good Transformer wordmark, marking an article on AI adoption as a behaviour and habit problem.

AI adoption6 min read

AI adoption is a behaviour problem

Owners buy licences and expect change. Nothing happens, because the barrier to AI is behavioural, not technical. Why habit-building is the real work for a small team, and the cues that make it stick.

14 May 2026

Dark teal cover with a search-box motif giving way to a conversation thread and the Good Transformer wordmark, marking an article on moving past the search-engine habit with AI.

Working with AI6 min read

Stop using AI like Google

Most first-time users treat a chatbot like a search box, get underwhelming answers, and give up. The search-engine reflex explains the disappointment. Three habits that shift you to a way of working that actually pays off.

13 May 2026

Dark teal cover with a single figure whose outline is amplified by surrounding nodes and the Good Transformer wordmark, marking an article on the AI-amplified Superworker in a small firm.

Working with AI6 min read

Becoming a Superworker in a 12-person company

The Superworker, a person whose output is amplified by AI, is usually pitched to big enterprises. In a tiny firm, one amplified person can change the whole business. How to do it to enlarge what people do, not to cut heads.

12 May 2026

Dark teal cover with a single weather-vane motif over a small cluster of figures and the Good Transformer wordmark, marking an article on founders modelling AI use for their team.

Leadership6 min read

If the owner won't use AI, the team won't either

In a small firm the founder sets the weather. If you won't personally use AI, your team quietly concludes it is optional. The case for getting your own hands dirty, and a 30-minute-a-week habit that does it.

11 May 2026

Dark teal cover with a stepped-path-toward-a-target motif and the Good Transformer wordmark, marking an article explaining agentic AI for a small company.

AI agents7 min read

What 'agentic AI' actually means for a ten-person company

Agentic AI is the phrase of the moment, mostly explained for enterprises. A plain definition for a small firm: software that takes multi-step actions toward a goal. Where that genuinely helps, where it is hype, and the pattern that keeps it safe.

8 May 2026

Dark teal cover with several disconnected nodes resolving into an ordered structure and the Good Transformer wordmark, marking an article on organising AI agents with clear roles and owners.

AI agents7 min read

A dozen agents and no one in charge

As owners add more AI agents, they hit what every manager of people already knows: capability without roles, ownership and escalation produces chaos. How to organise AI work before it sprawls.

7 May 2026

Newsletter

Get new Insights by email

Practical notes on using AI with judgement, and the AI news leaders actually need. No hype, no spam, unsubscribe anytime.

Choose how often you want the digest