“I don’t want an AI agent that does everything. I want one that does three things well.”
The one saying it is Cesare, the CEO, phone in its waterproof case around his neck just like in August. He’s correcting Rocco, the expert from the sun lounger next door, who has just explained that there’s one now that does everything and you just have to ask. It’s the most sensible sentence of the whole summer. And it doesn’t save him.
Because then Cesare names the three things. The first: send emails to overdue clients.
It sounds like a request. It isn’t.
Overdue by how many days? Does it include the ones in dispute? Does it include the one who called yesterday promising a bank transfer? What tone do you use with the client who accounts for a third of your revenue on their own, and what tone with the one who’s always paid late? Who signs off.
None of that is in the sentence. It’s in the head of whoever says it. And in the head of whoever receives it, if they’ve worked there for eight years.
We talk this way with everyone, and rightly so: we say “the management system,” “like last year,” “the usual ones,” and we never list anything out. It isn’t laziness — it’s efficiency, as long as there’s someone on the other side who fills the gaps.
We’ve all argued with the phone that doesn’t play the right song, and we blame it. Then you re-read what you asked it — “play that song from yesterday” — and you realise there’s nobody in the world who could execute that.
The assistant that does everything seems to work because you never ask it anything difficult. And the difficulty of a request isn’t visible to the person who formulates it: it’s visible to the person who executes it.
Then the worst thing happens. It works.
Cesare is happy and gives it to the sales rep who joined in September too: that way they have fresh data from day one, instead of waiting for the Monday report. Good idea. Same sentence as before — “how much has client X invoiced” — just said by a different person.
And the sentence doesn’t say who’s saying it. The management system knew: it had profiles, and there were menu items that didn’t open for certain users. The chat doesn’t. It answers the question, not the person. In three questions the new sales rep has the margin by client, the colleague’s portfolio, and the discount you’d decided to stop offering.
Nobody gave it to them. Nobody denied it to them either.
A request never contains two things: what you know, and who you are. You discover the first when the result is wrong. You discover the second when it’s right.
“Send the reminders” is three words. Underneath sit all the decisions you just read — and someone has to make them, one by one. That work has a name: it’s called designing.
A request is measured in decisions, not in words. And the short sentence only measures how much you’ve taken for granted.
Connecting AI to the CRM is a project. The connector is the easy part: everything else rests on what you’ve decided.
“Does everything” isn’t a feature. It’s the part you haven’t designed yet.