Begin with one task, not with an AI strategy
Small organisations that get value from AI almost always started with one irritating, repetitive job rather than a plan for the whole business. Pick a task you already do every week, try doing it with AI for a month, and only then look at the next one.
Start with repetitive tasks
The best first candidates are jobs that take time, follow a pattern and do not require judgement you would be uncomfortable delegating.
- Drafting routine emails and replies to common enquiries.
- Turning rough notes into a tidy first draft.
- Summarising long documents, reports or meeting notes.
- Rewriting one piece of content for different audiences or channels.
- Drafting product or service descriptions from your own specifications.
- Producing a first draft of a job advert, checklist or process note.
- Suggesting questions, headings or structure before you write.
Learn one tool properly
Switching between tools is the most common reason people conclude AI is not useful. Pick one, use it daily for a few weeks and learn how it behaves. The mainstream options all do the basics well.
- ChatGPT, a good general-purpose starting point for writing, summarising and drafting.
- Microsoft Copilot, the natural choice if your organisation already runs on Microsoft 365.
- Google Gemini, the natural choice if you work in Google Workspace.
Check what the free version allows before paying. For many sole traders and small teams the free tier covers the first few months of learning.
Give AI context
The difference between a useless answer and a useful one is almost always the amount of context you provide. Treat it like briefing a capable new starter who knows nothing about your organisation.
- Say who you are and what your organisation does.
- Say who the output is for and what you want them to do next.
- Set the tone, length and format you need.
- Give an example of something you consider good.
- Say what to avoid, including claims you cannot make.
Use your existing source information
AI is far more reliable when it is working from your material rather than inventing from scratch. Paste in your own price list, service description, past proposal or meeting notes and ask it to work from that. You get accuracy, and it sounds like you.
Always check the output
AI produces confident text that can be wrong. Nothing should reach a customer, a funder or a regulator without a human reading it properly first.
- Check every fact, figure, date and name against a source you trust.
- Check any claim about your product, pricing or legal position.
- Remove anything you would not be able to justify if challenged.
- Read it aloud to check it sounds like your organisation.
Protect confidential information
Anything you paste into a public AI tool may be processed outside your organisation. Never enter personal data about customers or staff, commercially sensitive material or anything covered by a confidentiality agreement unless you have checked the terms and your own obligations.
- Anonymise names, addresses and account details before pasting.
- Check whether the tool's settings allow you to turn off training on your data.
- Agree a short internal rule on what colleagues may and may not paste in.
- Record your approach so it forms part of your data protection documentation.
The Information Commissioner’s Office(opens in a new tab) publishes guidance on data protection and AI, and is the right reference point for UK organisations.
Measure whether AI actually saves time
Keep this simple. Time the task before you start using AI, then time it again a month later including the checking. If it is not faster, or the quality is worse, stop and try a different task.
A one-line record per task
- Task, and how long it used to take.
- How long it takes now, including review time.
- Whether the quality is better, the same or worse.
- Keep, adjust or abandon.
Build reusable prompts
Once a prompt works, save it. A short library of tested prompts is what turns AI from an occasional novelty into part of how the organisation runs. Keep them in a shared document with a note on what each one is for, and improve them as you go.