Growth & Strategy

AI Is Flattening Your Category Into One Table. Human Stories Are the Only Way Out.

August 10, 2026

Buyers now meet your category as a summarized comparison table. The only thing that survives the flattening is what specific people actually think.

AI Is Flattening Your Category Into One Table. Human Stories Are the Only Way Out.
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AI Is Flattening Your Category Into One Table. Human Stories Are the Only Way Out.

There's a moment that happens in almost every conversation we have with B2B marketing leaders now, usually about forty minutes in, usually after the third attempt to describe the platform. Someone stops mid-sentence and says the quiet thing:

I don't think there's a way to write a product page that stands out. I don't think one exists.

They're reading the market correctly. The teams still workshopping a value prop haven't caught up yet.

Differentiation didn't erode. It collapsed.

For twenty years, B2B positioning ran on a simple assumption. Build something meaningfully different, describe it clearly, and the description does the selling. The whole apparatus (the messaging house, the battlecard, the comparison page) assumes a buyer who can perceive the difference between you and the next tab over.

That buyer is gone, and three things killed them.

Feature parity compressed from years to weeks. Whatever took your team two quarters to ship is now a fast follow, not because your competitors are brilliant but because the hard part of software got cheap. The moat used to be the build. The build is no longer the moat.

Everyone is standing on the same foundation. A meaningful share of the "AI-powered" products in your category are calling the same three or four models. The intelligence isn't proprietary. The wrapper is, and wrappers are not a story.

AI became the first analyst in the buying process. This is the one most teams haven't fully absorbed. Before a buyer visits your site, they've asked a model to explain the category and compare the options. Summarization is, by design, a flattening operation. It takes ten vendor sites written in ten slightly different dialects of the same language and returns one table. Every nuance you agonized over becomes a cell in a grid, or gets dropped for redundancy.

You are not being read anymore. You are being tabulated, and you cannot win a table you didn't build.

Meanwhile the category descriptor itself has stopped doing any work, whether the phrase is "AI for customer engagement," "AI for revenue operations," or "AI for supply chain." These sentences are now so structurally identical that a buyer's eye slides off them the way it slides off a cookie banner. Saying it louder doesn't help, and saying it more precisely doesn't help either. It was never a language problem, which is why more language won't fix it.

The escape hatch everyone reaches for, and why it fails

The standard response is: fine, we'll tell customer stories.

Every company says this. Almost none of them do it. What gets produced instead is a case study, a document where a real human being appears for two sentences of context before becoming a delivery mechanism for a 34% lift in conversion.

You can spot the failure mode by asking one question of any customer story: could you swap in a different customer and change almost nothing? If the answer is yes, you didn't write about a person. You wrote about your product and put someone's headshot on it.

This is the trap. Teams sincerely want to tell human stories, then unconsciously route every draft back through the product, because the product is what they're accountable for. The gravity is enormous. The story starts as a portrait and lands as a demo.

What's actually left to differentiate

One thing survives commoditization: the specific judgment of specific people.

Your product can be replicated. The way a head of marketing at a mid-size retailer decided to blow up her team's org chart cannot. Her reasoning is not on anyone's roadmap. Her mistakes are not in anyone's release notes. The bet she made that her CFO hated, and how it turned out, is a scarce artifact.

That story is also impossible to summarize into a comparison table, which is what makes this a strategy rather than a nice sentiment. It has no cell to live in. The AI layer that flattens your product page cannot flatten a person's judgment, because judgment isn't a spec.

The mechanics of doing it well are less glamorous than the idea, and most of what we've learned came from getting them wrong first.

Interview the operator, not the buyer. You're not there to hear why they chose you. You're there to hear how they think. The vendor selection is the least interesting decision they made all year.

Let them be right about things you don't sell. The instinct to steer every answer back toward relevance is the same instinct that produces case studies. Resist it.

Publish the disagreement. The most-shared piece of content in any category is usually the one where a credible person says something their peers half-believe but won't say publicly.

Make the product the last mile, not the frame. If a reader finishes the piece wondering how to become that person, you've done the job. The product is the answer to a question the story made them ask.

The bar is simple. Would this person send it to their own network, not because it flatters them but because it makes them look like a sharp thinker? If the answer is yes, you've made something no competitor can replicate. If it's no, you've made a brochure with a quote in it.

The real obstacle isn't belief. It's the pipeline review.

Almost every marketing leader already agrees with everything above. Agreement was never the blocker.

The blocker is that on the second Tuesday of the month, someone has to sit in a room and defend the spend, and "brand awareness" has never once survived that room. The CMO nodding along about differentiation is the same CMO carrying a pipeline number that is large, specific, and due. Sympathy for brand does not outrank an eight-figure commitment.

So teams invent a hybrid and call it brand-gen or demand brand or whatever portmanteau survives the offsite. Then they put one person in charge of holding both ideas in their head at once, which is a job description that reliably produces exhaustion rather than clarity.

There's a better move available, and it's a reframe rather than a compromise. Stop measuring reach. Start measuring named accounts.

The report shouldn't lead with impressions or share of voice or sentiment. It should lead with the list: here is our target account list, here are the eleven people from that list we interviewed and published this quarter, here are the four who shared it to their own networks, and here are the two who introduced us to a peer.

Call that a relationship metric and stop apologizing for it. It's countable, attributable, and immediately useful to a field team on Monday morning. It also happens to be true. A published, flattering, genuinely good piece about a decision-maker at a target account is one of the most reliable door-openers in enterprise sales, and it has been for decades. Editorial just makes it repeatable.

Framed that way, the brand versus demand argument mostly dissolves. You're not asking for budget on faith. You're running an account-based program whose output happens to be journalism.

The part that sounds like a weakness

The obvious objection is that this doesn't scale. You can't automate a real conversation with a real operator. It's slow, it's manual, it depends on human taste, and you can't 10x it next quarter.

That's all true, and it's the reason the approach works.

Everything that scales has already been commoditized. Content velocity is free now. Your competitor can publish two hundred SEO pages this month for the cost of a lunch, and so can you, and none of it will move a number. What's left is the work that resists automation: earning access to people worth listening to, asking better questions than anyone else asks them, and having the editorial nerve to publish what they actually said.

The scalable stuff is table stakes with no table. The unscalable stuff is the moat.

Your product page will never be the reason someone picks you. Redirect the budget, and go find out what the smartest people in your market actually think.


The State of Brand is published by Outlever, which builds editorial programs for companies that have stopped trying to win on features.

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