Working with AI

How to know what to hand to AI, and what to keep

The real skill with AI is judgement: knowing what to hand over, and what to keep. Here is how to draw that line.

You have got the hang of the prompts. You can get a decent answer out of it. And yet you still feel a bit uneasy, never quite sure which jobs you should be trusting it with.

That unease is the right instinct. The hard question with AI is not how to use it. It is what to use it for at all.

I work alongside these tools every day, and the businesses that get real value are not the ones using AI for the most things. They are the ones using it for the right things, and keeping a human on the rest.

Hand over too little and you leave time and money on the table. Hand over too much and you damage the very things that make your business worth choosing. Knowing where that line sits is the actual skill, and it is more about judgement than technology.

Hand over the repeatable and reversible

AI is brilliant at work that is repetitive, rule-based and easy to undo. Drafting, summarising, sorting, first passes, the tedious middle of a task.

If a mistake is cheap to catch and cheap to fix, and the work does not need your particular judgement, hand it over without a second thought. In most businesses, that is most of the volume.

Good to hand over: first drafts, summaries, sorting and tagging, routine answers, turning a mess into a rough shape.

Keep for a human: the final word, the sensitive call, the relationship, the thing only you can judge.

Keep the high-trust and irreversible

Some things should stay human, not because AI cannot do them, but because the cost of getting them wrong is high and hard to undo.

The difficult client conversation. The final sign-off on anything that goes out under your name. The decision that turns on judgement, taste or relationship. Speed is not the priority there. Trust is.

The geeky bit

There is a tidy way to think about this that engineers use. Two questions decide whether a task is safe to automate: how reversible is it, and how confident is the model. A reversible action, one you can catch and undo cheaply, is low risk, so you can let it run. An irreversible one, an email sent, a refund issued, a thing said in your name, needs a person in the loop before it goes anywhere. The second dial is confidence: a good system does not just answer, it scores how sure it is, and anything below a threshold gets escalated to you rather than guessed at. Put those together and you get human-in-the-loop design, where the AI does the work and a person approves only the irreversible, low-confidence moments. The aim is not to remove the human. It is to spend their attention where it actually changes the outcome.

Use the "draft versus decide" line

Here is a rule of thumb that handles most cases. Let AI draft. Keep the deciding for yourself.

It can produce the email, the quote, the analysis, the plan, fast. You decide whether it goes out, what it really means, and what to do about it. The machine takes the work up to the decision. The decision stays yours.

Protect the things that are the point

Every business has a few things that are the actual reason people choose it. The craft, the care, the personal relationship, the taste.

Be careful about handing those to a machine to save a bit of time, because they are not the cost. They are the value. Automate around them so you have more time for them, not less.

Get this judgement right and AI becomes a quiet force multiplier, doing the work that drains you and leaving you free for the work only you can do. Get it wrong in either direction and you either miss the opportunity or hollow out the business. The line is worth thinking about properly. It is the whole game.

If you want help drawing that line in your own business, working out what to hand over and what to protect is exactly where a good conversation starts.

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Related: How to spot which job in your business AI should do first.

Common questions

What should I keep human instead of giving to AI?

The high-trust, hard-to-undo things: final sign-off on anything in your name, sensitive conversations, decisions that turn on judgement or relationship, and the few things that are the actual reason customers choose you. Speed is not the priority there, trust is.

What is a simple rule for what to give AI?

Let AI draft, keep the deciding for yourself. It can quickly produce drafts, summaries, quotes and analysis, but you decide whether they go out and what to do about them. The work speeds up to the decision, the decision stays human.

Can you hand over too much to AI?

Yes. Automating the very things that make your business worth choosing, the craft, care or personal touch, saves a little time and costs you the value. Automate around those things so you have more time for them, not less.