Medium. Expect a few evenings building two or three example set-ups you can show, then several hours per client for a discovery chat, the set-up, testing and a hand-over session.
Low. Your time, AI tool subscriptions for testing, and simple business basics (a way to invoice, records of income).
What AI actually does here
- Helps you turn a messy discovery conversation into a clear, written proposal and scope.
- Drafts the client’s prompts, reply templates, FAQ content and how-to notes for their staff.
- Speeds up building simple automations, which you then test with the client’s real (non-sensitive) examples.
Tools to look at
- General assistants (ChatGPT, Claude, Gemini) for drafting and prompt design
- Automation tools such as Zapier, Make or n8n for simple workflows
- Help-desk and email tools the client already pays for, which often have AI features built in
Named tools are examples, not endorsements. We have no paid relationships with them at the moment; see our disclosure.
What you need first
- Two or three worked examples you’ve built yourself, so clients can see what they’d get.
- A fixed, written scope for each job: what’s included, what isn’t, and who owns the accounts afterwards. The client should own their own tool accounts and logins.
- A data rule: you work with test or anonymised data unless there is a proper agreement in place, and anything personal is handled in line with UK GDPR (see the ICO guidance).
- A safety baseline for every set-up: AI drafts, a person approves anything that is sent, paid or published. Our “Use agents safely” guides cover this.
How to tell if it’s working
- Hours per client job compared with what you charged, so you know your real hourly rate.
- Whether clients are still using the set-up a month later (a sign it was worth paying for).
- Referrals and repeat work, rather than one-off favours.
What the evidence says
We don’t publish income figures: what anyone earns depends on their skills, prices, location and time. GOV.UK says you’re likely to be trading if, for example, you’re paid for a service you provide, and HMRC’s trading allowance means gross trading income of £1,000 or less in a tax year may not need to be reported, though there are exceptions. Above that, you must register for Self Assessment. The government has announced that the allowance and this reporting threshold will rise to £3,000 from 6 April 2027 (the 2027 to 2028 tax year).
Ready-to-use prompt
Replace the [BRACKETS]. Only paste data you’re allowed to share with the tool you’re using.
View promptYou are helping me prepare a small AI set-up service for a local business.
You are helping me prepare a small AI set-up service for a local business.
Business type: [e.g. dog groomer, accountant, café]
What they told me about their week: """[paste your notes from the conversation]"""
My skills and tools: [e.g. ChatGPT, Zapier, Google Workspace]
1. List the three most repetitive tasks in my notes, and for each say whether a simple prompt, a fixed workflow or nothing at all is the best fit. Be honest if AI isn't worth it.
2. For the single best task, write a one-page proposal in plain British English: the problem, what I'll set up, what is NOT included, what the client must provide, how a person stays in control of anything sent or paid, and how we'll check it's working after 30 days.
3. List questions I still need to ask the client.
Do not invent figures for time saved or money earned. Mark anything that needs the client's numbers as [CLIENT TO CONFIRM].Sources
- GOV.UK, "Working for yourself" Government guidance
- GOV.UK (HMRC), "Tax-free allowances on property and trading income" Government guidance
- GOV.UK (HMRC), "Income Tax: increasing the trading allowance" (28 October 2026) Government guidance
- ICO, Guidance on AI and data protection Regulator guidance
- Zapier AI (product page) Vendor page
Last updated . Spotted something out of date? Email support@aiforthisjob.com. How we research and check playbooks.