Content as a per listing line item, or overhead you never attribute?

Question

I've been trying to build a model for content spend and I keep producing two models that disagree with each other, so I'll put both up rather than pick.

Model one treats content as a variable cost per transaction. A listing costs $X in copy, photos and social, that goes in the deal costs alongside title and staging, and the test is whether it shortens days on market or lifts price enough to cover itself. It's clean. It also means you cut content the moment a deal gets thin, and you can never justify spend that isn't attached to a specific property.

Model two treats content as fixed overhead, like insurance or the accountant. You spend a set amount a month to keep a presence alive, you don't attribute it to individual deals at all, and you accept that the payoff shows up as deal flow you can't trace. That's how most marketing actually works. It also means the line never gets tested, and the failure mode is paying a retainer for three years because cancelling feels like going dark.

My own numbers make the case for both. Attributed content spend on my last four transactions comes to about $1,900 total and I can trace two inquiries to it, one of which closed. Unattributed presence spend over the same period was around $4,400 and I can trace nothing to it, but two of the four sellers mentioned they'd seen my posts before we spoke, which is either everything or nothing depending on how skeptical you want to be.

AI makes this worse rather than better, because the marginal cost of producing more content is falling and the attribution problem isn't. Cheaper content pushes you toward model two by default, since per unit costs stop mattering enough to track.

Where do you actually put it in the model?

dpatel_re · Answer

Overhead, and I'd argue the per listing version is a category error. Anything whose effect shows up before the deal exists cannot be underwritten inside the deal, because at underwriting time the content that sourced it has already been paid for. You'd be charging the deal for a cost that produced it, which double counts against your own decision rule.

What I do is hold it as a fixed monthly line and test it annually against deal count rather than per deal. If deal count and pipeline held flat while spend rose, the line is wrong and I cut it. That's a slow test and it's the only one that isn't lying to you.

Your two sellers who mentioned the posts are the strongest data in your post and you're underweighting them. Unprompted recall from a counterparty is about as good as this gets. It isn't attribution, it's evidence the money bought recognition, which is the thing the spend was supposed to buy.

jordan_ellis2 · Answer

I've got no deals closed yet, so take this from the outside, but the failure mode you named for model two is the one I'd be scared of. "Cancelling feels like going dark" is how subscriptions survive forever. At least the per listing version has a natural stopping point.

marcus_hale41 · Answer

I split it and it isn't a fudge. Production costs that exist only because a specific property exists, the photos of that property, the walkthrough of that unit, go in the deal. Anything that would exist whether or not I owned anything, the account, the email list, the person keeping it fed, is overhead. The test for each half is different. The deal half has to beat the alternative of a phone camera. The overhead half gets a hard annual review where I ask whether I'd start it today at today's price.

That second question is the one that kills lazy retainers. It's much harder to answer yes to than "should I cancel."

stephen_ok9 · Answer

canton's split is the one I'd copy. The part I'd add is that the two halves are moving in opposite directions right now. The property specific half is getting cheaper fast because drafting and editing tools got good, so if your per listing number hasn't come down over two years someone is keeping the savings. The overhead half is getting more expensive in real terms, because everyone's producing more and being noticed costs more attention than it did. If you model them as one line you'll miss both moves.

hannah_west29 · Answer

$1,900 across four transactions is $475 a deal and that's nothing, it doesn't need a model. The $4,400 is the line worth arguing about and the honest reading of your own data is that you have two soft mentions and no numbers. That doesn't mean cut it. It means you're funding an option, and you should say so in the model rather than pretending there's a return in it.

What I'd want to know before voting is what the $4,400 buys per month and whether that number would drop if you rewrote the scope around the two or three things the sellers actually saw. Most presence retainers are paying for volume nobody looks at, and windlass, you'd find that out in one afternoon of going through what actually got engagement.

Content as a per listing line item, or overhead you never attribute?

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