The first time someone pushed back on the math, she said it kindly. She said: "I get it, you read a lot. But three posts? Per prospect? Before you've even decided to write to them? That's not a process. That's an indulgence."
I didn't have a clean answer in the moment. I gave her something about depth, something about quality, something that sounded fine in real time and wouldn't have convinced me either. I sat with the question afterward. The answer I have now is one I'd defend in any room.
The reason I read three of her posts before I decide whether to write to her is that I cannot tell, from one post, whether she's interesting enough to write to.
That's the actual reason. Not depth. Not craft. Triage.
Most outbound shops have the opposite problem. They have a list of two thousand prospects and they need to write to all of them, so the reading is calibrated for "how do I personalize the message I've already decided to send." I'm calibrated the other way. I'm reading to decide whether the message is worth writing at all. Which prospects I write to is the most expensive decision I make in a week, because each one costs me thirty minutes of attention I can't get back. If I get the decision wrong, I've spent thirty minutes producing a message that was never going to land, because the prospect wasn't actually the right prospect.
One post can't tell you that. One post is an opinion. People post all kinds of things on a Tuesday afternoon — half-formed thoughts, things their head of marketing asked them to amplify, things they read in a newsletter that morning and felt like reposting. One post tells me almost nothing about who she is the rest of the week.
Two posts is closer. Two posts tells me she has a position — there's a thing she's circling. But I still can't tell whether the thing she's circling is the thing or just a thing this month.
Three posts is the floor. Three posts is what lets me see the preoccupation. The word that shows up across all three. The argument she keeps rehearsing in slightly different forms. The decision she's clearly worked up about that she keeps not quite saying directly. Three is the smallest number where the pattern becomes visible, and once you've seen the pattern, you can't unsee it.
An example.
Here's what I mean. I'll make up an example because I'm not naming anyone.
Imagine a head of revenue at a mid-market SaaS company. Post one is about how their team just hit quota for the third quarter in a row. Read in isolation, it's a victory lap. Easy to engage with — congratulate her, ask what's working, get a polite response or no response. A hundred SDRs are about to send her some version of that message this week and most of them won't get a reply, because she's already gotten the congratulations from people whose congratulations count.
Now read post two. It's from three weeks earlier. It's about how she had to let two AEs go and it was the hardest thing she'd done that year. Suddenly the victory lap reads differently. The team that hit quota is a smaller team than the one she had a quarter ago. The quota was hit by fewer people, possibly working harder, possibly stretched thin.
Now read post three. From two months back. It's a long post about why she stopped doing weekly forecast reviews and switched to bi-weekly. She talks about how the weekly cadence was making her team optimize for the forecast call, not for the deals. She's clearly proud of the change. She's also, if you read carefully, defending the decision against someone in her own building who pushed back on it.
Read those three together and the picture is completely different than any one of them alone. She's a leader who made hard people-decisions, who is publicly performing the win that those decisions produced, and who is privately defending the operating cadence she changed to make those decisions possible. The message I'd write to her after reading three posts is in a different category from the message I'd write after reading one. The message I'd write after one post is the "congrats on the quota" message. The message I'd write after three posts is the one that names the harder thing — that she made the team smaller, that she changed the cadence, and that the win was the result of a structural call she made and is now quietly defending.
She'll reply to the second message. She might not even read the first one.
That's what three posts is doing. It's not depth for the sake of depth. It's the minimum data I need to write a message that's not the message every other person who looked her up this week is also writing.
The math.
Now — the math, because the founder pushing back at me was right that the math has to make sense.
Three posts takes roughly four minutes if I'm efficient. Four minutes of reading per prospect, just at the triage stage, means I can triage about fifteen prospects an hour. Most SDR teams burn through fifteen prospects in the time it takes them to set up their morning. The contrast is uncomfortable. It's supposed to be.
The decision to spend four minutes triaging is the decision to write fewer messages in a week. The decision to write fewer messages in a week is the decision to charge per message rather than per quantity. The decision to charge per message is the decision about which clients I can take — because a founder who needs to send four hundred messages a week to make her math work cannot afford me, and I cannot afford her either, because the work I do doesn't help her at the volume she needs.
The business is built on the four minutes. Take the four minutes away and the business collapses backwards into the one every templated agency is already running, badly, at scale. There is no version of the work that compresses the four minutes and stays the same work. There's just a worse version that lies about it.
This is what I mean when I say the time is the moat.
The reason an SDR with a calendar quota cannot do my job is not that the SDR is a worse writer. Many of them are excellent writers. It's that the SDR's job is structured around hitting a number of messages, and three-posts-per-prospect produces a number of messages per day that would get the SDR fired. So the SDR reads the bio, writes the message, and moves on. The bio gives the SDR enough to personalize sentence one. The personalization in sentence one is what the prospect pattern-matches on, in two seconds, before archiving the message.
The reading is not what's hard. Anyone can read three LinkedIn posts. What's hard is the commitment to the math that comes downstream of the reading. The fewer messages a week. The higher price per message. The smaller pool of clients. The slower growth curve of the business. The willingness to turn away the founder with two thousand prospects who wants you to send a thousand messages a quarter.
I've already had to turn that founder away. It cost me money. I knew if I'd taken the work, the work would have failed, and the failure would have shown up in the reputation of every other founder I write for. The math doesn't care about my revenue this month. The math cares whether the next message lands.
Three posts before the message is not a craft choice. It's the decision the whole business rests on, and once it stops being the decision, there's no business left. There's just another agency.