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Edition 01 · Free PDF · Capture

Where AI Actually Helps

A practical scoring framework for UK business owners deciding where AI is worth the build — and where it isn't.

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26 pages 25 min read A4 print-ready Free PDF

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Most UK business owners know AI exists. What they don't know is where it actually helps their specific operation. This free 26-page guide gives you a scoring framework, a decision matrix, and a worked example that ends in 'stop' — because sometimes the right answer is not to build.

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What's inside

6 sections, 26 pages.

  1. The question nobody asks firstMost people start with the technology. The guide starts with the task — and explains why that single reframing changes every decision that follows.
  2. A scoring framework you can use on a whiteboardA two-axis grid you can draw on a whiteboard in five minutes. Frequency on one side, error cost on the other. The sweet spot is obvious once you see it.
  3. Four tiers of AI readinessNot every task is ready for AI. The four-tier model tells you which ones to build now, which to park, and which to leave alone — with examples for each tier.
  4. The return-range methodThe maths most vendors won't show you. Human loaded cost vs. AI running cost, with a worked example that lands at £240/month saved for a £20/month tool.
  5. A worked example (including one that gets stopped)A real UK business task, scored end to end — including the moment the score says 'stop' and the owner listens. Not every automation is a win.
  6. What to do Monday morningThree things to do before Friday. No software purchase, no consultant, no six-week project plan. Just a whiteboard, a spreadsheet, and twenty minutes.
Common questions

Questions this guide answers.

How do I know if AI is worth it for my business?
Start with the task, not the technology. The guide gives you a scoring framework: rate each candidate task on frequency, error cost, data availability, and human-judgement requirement. Tasks that score high on frequency and error cost but low on judgement are your first candidates. The guide walks through a real example end to end.
Where does AI actually help in a small UK business?
The three highest-ROI areas for UK SMEs are enquiry handling (drafting replies to incoming messages), scheduling and booking automation, and repetitive reporting. The guide explains why these three work well and gives you a scoring method to evaluate your own candidates against the same criteria.
Is AI worth the cost for a small business?
It depends on the task. The guide introduces a return-range method: estimate the loaded cost of the human time the task currently takes, then compare it to the running cost of an AI system (typically £3–40/month for light-to-moderate use). If the human cost is £240/month and the AI cost is £20/month, that's a clear win. If the human cost is £15/month, it's a hobby. The guide shows you how to do the maths honestly.
How do I score AI opportunities for my company?
The guide provides a four-tier readiness model and a scoring worksheet. Each candidate task gets rated on four dimensions: how often it happens, what it costs when it goes wrong, whether the data exists in a usable form, and how much human judgement it requires. The scores map to a tier, and the tier tells you whether to build now, build later, or stop.
What are the risks of AI for small businesses?
The three most common risks are: automating something that touches customer money without a human check, running up an unexpected API bill, and trusting output that drifts over time. The guide covers each risk with a specific containment strategy, and the worked example includes a candidate task that gets stopped because the risk outweighs the return.

Other guides in the series

01Where AI Actually Helps (this guide) 02The 30-Day AI Pilot 03Your Data, Your Rules 04Writing AI Instructions That Actually Work 05The AI Vendor Interrogation Kit 06Your First AI Employee 07Set Up Your Own AI Agent 08Is This Worth Doing? 09Build the Thing 10Get Found 11Get the Conversation 12Close the Deal

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