Nobody Is Buying Your Data. They Are Buying an Edge.

I once spent a week inside the messaging for CartoFront, a predictive analytics product built for real estate. The deck called it a lead generator. That was accurate. It was also the most expensive phrase in the whole document.

My note at the time was that positioning the product as a lead generator, while it simplifies the product, also devalues it. I still think that is the most underrated way a good company loses money on purpose.

The word you choose hands the buyer a comparison set

Positioning is not what you say about the product. It is which set you place yourself in, and the set decides your price, your buyer, and how fast they move.

So when you describe yourself with the category noun everyone in your space already uses, you have not clarified anything. You have told a buyer to go price you against the eleven other things wearing that noun. Say "lead generator" to a commission-driven realtor and you have just walked into a crowded market they have been burned in twice. Your ceiling is now the going rate of that category, minus whatever they discount for skepticism.

The standard advice says to name a category the buyer already understands so you are easy to grasp. I think that advice is half right and the missing half is expensive. Comprehension is real, and you buy it with a category label, and the currency you pay in is price.

The question I asked on that account was whether the data itself was valuable to the end user, or whether the advantage it gave them was worth more. There is a natural lust for an edge in anyone who sells for a living. Close more deals, make more money, waste less time. That is the thing being purchased. The data is just the delivery mechanism.

The reframe, and how to run it on your own copy

The version we landed on for CartoFront read roughly like this: here are 90 properties that would take 90 hours to research without us, here are 90 properties your competitors likely do not know about, here are 90 opportunities for you to close. This is your edge, take it and close the deal.

Same product. Same data. No new feature shipped.

What changed is that the output got restated in units the buyer already counts. A realtor does not have an internal price for "properties returned by a predictive model." They have a very precise price for an hour of their own time, and an even more precise feeling about a listing a competitor has not found yet.

That gives you a rule you can apply this afternoon. Write one sentence in the form of a ratio: one unit of what your product produces equals one unit of something your buyer already tracks. Hours. Deals. Headcount they do not have to hire. Days of runway. Ninety properties equals ninety hours is a ratio. "Actionable insights" is a category noun in a costume.

Then run the test that actually separates the two. Read your sentence and ask whether a competitor with the same category label could say it word for word. If they could, it is a description, and descriptions get priced by category. An edge only exists relative to somebody, which is why the sentence has to imply a rival the buyer is trying to beat.

You cannot write an edge until you name one person

Edge is a comparative claim, so it collapses the moment your audience is a segment rather than a human. This is the part teams skip, and it is why so much positioning work produces a nicer paragraph and the same conversion rate.

I write the target in a fixed shape: [Role] at [Company Type] who is [Situation] and needs [Outcome] because [Stakes]. Every slot earns its place, but the last one is where most drafts go blank. Stakes is the slot that tells you what winning is worth to this specific person, and without it you have no denominator for the ratio you just tried to write.

Then narrow past the formula to one real person. Not a persona with a stock photo and a name like "Marketing Mary." At Cubii the buyer was never "health-conscious consumers." She was Susan, 58, who sits at a desk all day. You can write a sentence to Susan. A segment cannot be written to, which is why copy aimed at one tends to come out sounding like it was assembled rather than written.

The pricing math you lose when you use the category word

Here is the part that turns this from a copywriting opinion into a P&L problem.

I price against value created, and the workable band is that price captures roughly 10 to 20% of the value the buyer gets. That formula needs a value number to exist. Ninety hours of a realtor's time is a number they will argue with you about, which is exactly what you want, because arguing about the number means they have accepted the frame. "Lead generator" produces no number at all.

It also disarms the only pricing conversation worth having, which sounds like this: based on the outcomes we discussed, the investment is X, and that is a Y-times return based on this calculation. You cannot say that sentence without a value figure. So the category noun does not just cap what you can charge. It deletes the input to your own arithmetic.

Two places I have watched this land

On The RealReal account, the copy that worked stopped talking about luxury resale as a category and went at the situation the seller was actually in: affluent women with closets overflowing, someone working through a divorce, someone handling an estate. Luxury resale is a shelf in a store. A closet you cannot close is a Tuesday. We scaled paid from $300K to $2M+ per month at 7× ROAS on the way to $100M+ per year in attributed revenue.

On another engagement, 8 out of 10 customer interviews used the phrase "predictable pipeline" and not one of them said "lead generation," which was the phrase all over the site. We changed the language to theirs. Landing page conversion went up 23% and email open rates up 15%. My threshold there is boring and I stick to it: 7 of 10 people saying the same thing is a pattern, anything less is an anecdote and you do not rewrite a homepage on an anecdote.

What I would do first

Open your homepage and the last sales email you sent. Circle every noun you use for your own product. For each one, ask whether your buyer could name three competitors who use that same noun. Every yes is a word that is currently setting your price.

Then write the ratio. One unit of your output against one unit of something your buyer already counts, with a specific person in the ICP shape above sitting behind it. Take it into your next three calls and watch whether anyone argues with the number. Silence means the ratio is too small, or the unit is one they do not actually track.

"Lead generator" was never wrong about CartoFront. It was just the cheapest true thing we could have said, and we said it in the headline.

If you want a second read on which words in your own positioning are quietly capping your price, that is a good use of a 20-minute conversation.