The Sales Harness

Issue 02

I gave Claude fifteen years of relationships. Here's what came back.

3,397 contacts across an inbox, a calendar, a CRM and Stripe. It found 46 worth writing to — and the way it got there is more interesting than the number.

Ben Sufiani · 31 August 2026 · 4 min

Last week I argued that sales is the last part of the business still waiting for somewhere to put its answers. Fair enough as an argument. Here's the experiment.

I pointed Claude at everything Pirate Skills has: the inbox, the calendar, the CRM, Stripe, and a merged export of everyone who has ever paid us. 3,397 contacts. Fifteen years of it. Then I asked the only question that matters — who should I write to this week?

It gave me 46 names. That's 1.4% of the list.

I want to walk through how it got there, because the number is the least interesting part and the reasoning is the part you can steal.

What it got right, immediately

The first thing that surprised me was how little the CRM mattered.

Our CRM says who someone is and what stage we last dragged them into. It's a filing cabinet, and like every filing cabinet it's mostly a record of what somebody had time to file. The inbox is different. The inbox knows whether a conversation actually happened, how long it ran, who wrote last, and whether the last message was a real reply or a broadcast that went to four hundred people.

That last distinction did more work than anything else. A dozen people looked "recently contacted" in the CRM and were, in truth, six to eighteen months cold — the most recent thing we'd sent them was an event invitation that went to everybody. Warmth is two-way, and only the inbox knows that.

Nobody told it to weight things this way. It's just what's true when you look at the raw material instead of the summary.

Where it fell over

Three places, and they're worth naming because everyone hits them.

It couldn't tell revenue from noise. Two people share a first name and a similar company, and one of them is a €17,500 customer. Left alone it merged them. It needed to be told which source is authoritative for money — billing, always, never the CRM — and once told, it never got it wrong again.

It treated recency as importance. The default instinct of anything sorting a list is to put the newest thing on top. That is precisely wrong here. The person who emailed you yesterday needs nothing. The person who bought twice, referred someone, and went quiet fourteen months ago is the entire opportunity.

It had no idea what it had already told me. I ran the same question the next morning and got the same list, in the same order, including the four I had consciously looked at and decided against. There was nowhere for a decision to live, so no decision survived the night. That's the whole thesis from last week arriving as a lived annoyance rather than an argument.

The part I didn't expect

Somewhere in the middle of this I stopped reading the list and started reading the reasons.

Each name came with a line explaining why it was there — this person bought twice and hasn't heard from you since the thing they bought changed; this one's company just raised; this one introduced you to two customers and was never thanked, let alone asked again. And about a third of the time my reaction wasn't "good catch", it was "oh — I'd stopped thinking of them that way."

That's the bit that's hard to describe to someone who hasn't done it. It isn't that the machine knows your relationships better than you do. It doesn't. It's that it holds all of them at once, without any of them being more available than the others because you happened to think of one in the shower.

You have a hierarchy in your head, and it was built by accident.

What 46 actually means

Not 46 leads. Nothing in there is a lead.

It's 46 conversations that have a reason to happen this month, sorted so the strongest reason is at the top, each carrying enough history that starting one takes four minutes instead of forty. Some of them are renewals. Some are people who left a company and landed somewhere with a budget. Two of them are people who have sent us business twice and have never once been asked for anything.

The 3,351 that didn't make it aren't dead. They just have no reason attached this month, and a list without reasons is what you already have — it's called your CRM, and you don't open it.

What to take from this

If you try this yourself, three things will save you an afternoon.

Connect billing before the CRM. Money is the only field nobody fudges. Every other source is somebody's good intentions from eighteen months ago.

Say out loud that recency isn't value. It will sort by newest unless you tell it not to, and newest is the one ordering guaranteed to show you the people who need nothing.

Ask it for the reason, not the ranking. The ranking is worth something. The reason is worth keeping, because you can disagree with a reason — and the disagreement is you getting better at this, which is not a thing a ranking can give you.

Next week: why the ordering is the entire game, and why "work your best accounts" is advice that has never once helped anybody.


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