Start here · Lesson 1.1
What to Automate First: A Scoring Framework
Most people automate the wrong thing first. They pick the exciting task or the risky one, it goes badly, and they decide AI is not ready. The better question is which job gives the most relief for the least risk.
This guide gives you a simple scoring method. It takes about half an hour with a pen and last week's calendar.
Score each repeating task from 1 to 5 on frequency, pain and ease of undoing. Add the scores. Hand the top three to AI first, starting with the one that is easiest to reverse.
Why the order matters
Early automations set your trust. If the first one makes a visible mistake with a customer, you will hesitate on every later one. If the first one quietly saves you an hour a week, you will want another. So pick for payback and safety together.
Step one: list the tasks
Look back at the last two weeks of your calendar, sent mail and notes. Write down every task you did more than once. Do not judge them yet. Most people find twenty or more. The Halftime lesson on finding the jobs to hand to AI, coming soon, starts the same way: list the week and spot the five that repeat.
Step two: score three things
Give each task a score from 1 to 5 on each of these.
| Question | 1 means | 5 means |
|---|---|---|
| How often does it happen? | Rarely | Every day |
| How much does it drain you? | Hardly notice | Dread it |
| How easily can it be undone? | Cannot reverse | Draft only, easy to discard |
Frequency tells you how often you collect the payback. Pain tells you how much you will feel it. Ease of undoing tells you how bad a mistake can get. A task that scores high on all three is your ideal first job.
Step three: add and rank
Add the three scores for each task. The highest totals go to the top. Here is an illustrative example with made up scores.
| Task | How often | Pain | Easy to undo | Total |
|---|---|---|---|---|
| Sorting the inbox | 5 | 4 | 5 | 14 |
| Weekly report | 2 | 4 | 5 | 11 |
| Posting to social | 5 | 3 | 3 | 11 |
| Paying suppliers | 3 | 2 | 1 | 6 |
Paying suppliers is dull and frequent, but it cannot be undone, so it sinks to the bottom. Sorting the inbox, where the AI only reads and lists, rises to the top.
Step four: pick three and sort by risk
Take the top three. Put the safest first. Safe means the AI produces a draft or a list and you do the final action. For example, ask AI to list which emails need a reply, which only needs read access, as covered in connecting AI to Gmail, instead of letting it send replies.
Step five: write the handover
Treat it like handing a job to a new hire. Anthropic's Claude Code docs recommend recording what you would otherwise re-explain in a CLAUDE.md file. Say what the job is, who it is for, what good looks like, what to avoid, and what to ask before starting. The five part brief covers this. Save the standing parts in your memory file.
What to leave for later
- Anything that moves money.
- Anything that goes straight to customers without your review.
- Anything legal, medical or sensitive.
- Anything you cannot check quickly.
These are not forbidden forever. They need more trust first, and a human check even after that.
Choose the right tool for the job
Some jobs suit fixed step tools, others need judgement. If you are unsure, this comparison of automation approaches will help you decide.
Review after two weeks
Look at what happened. Did it save time once you count briefing and checking? Did it make mistakes you had to fix? Move the task up, down or out of the list, and run the scoring again with what you have learned. Your list will change as your trust grows.
A second example, a small coaching business
Say you coach clients and your repeating tasks are: confirming bookings, sending session notes, chasing unpaid invoices, writing a weekly newsletter and updating your website. You score them. Confirming bookings is frequent, mildly draining and easy to check. Session notes are frequent, draining and easy to review as drafts. Chasing invoices is annoying but touches money and relationships, so ease of undoing is low. The newsletter is weekly and draining, and drafts are easy to discard.
The top three are session notes, the newsletter and booking confirmations, all as drafts. Invoice chasing waits until you trust the setup. This is an illustration of how the scoring moves tasks, not data from a real business.
Common scoring mistakes
Scoring pain by how boring a task is rather than how much time it eats. Giving everything a 5 for ease of undoing because you hope it will go well. Ignoring tasks that are rare but huge, such as a monthly report that takes a whole day. If a task is rare but costs a day, treat it as high pain.
Make the list a habit
Keep the list in a note and update it every month. New tasks appear and old ones vanish. Re scoring takes ten minutes and keeps your automation aimed at what matters now.
Questions people ask
What should I automate first with AI?
A task that happens often, drains you, and is easy to undo, such as sorting an inbox or drafting a weekly report.
Why score ease of undoing?
It limits the harm of a mistake. A draft you can discard is far safer than an action you cannot reverse.
How many tasks should I start with?
Three. Start with the safest and add the next once the first is working.
Can I automate tasks that involve money?
Leave them for later, and keep a human check on them even then.
Next step
To see AI set up and doing real work, start with Lesson 1.1, then use this scoring sheet to choose your first job.
Go deeper with the lesson
This guide gives you the idea. Lesson 1.1, Set up AI to do real work for you takes you through it step by step, in plain words, so you can do it for your own business.