The Sameness Formula

The harder a brand chases its competitors, the closer it gets — not to beating them, but to becoming them.

A spreadsheet fills the screen. One column for us, three for Competitors A, B, and C. Below it, a list scrolls down: shipment tracking, tiered rewards, one-tap checkout, dark mode. Someone taps a row full of X's. "We're the only one missing this." The room gets heavier. The first line of next quarter's roadmap just wrote itself.

The scene isn't rare. Every company, every category, runs some version of this table. Benchmarking is the most common tool in the marketing playbook: study what works for the competition, borrow it, improve. The logic holds up. Learning from what works — what's wrong with that?

The problem is that every brand runs this logic at once. While we benchmark A, A benchmarks B, and B benchmarks us. Each moves toward whatever "doing well" means — and that standard usually comes from each other. The directions were bound to overlap.

Here's the strange part: no team ever decided, "let's become like our competitors." Everyone built that table hoping to get ahead. But when the method for getting ahead is "watch the competition," the outcome runs opposite to the intention. Everyone runs to get in front — and at the finish line, they're standing in a row.

Convergent evolution, market edition

Biology has a name for this: convergent evolution. Unrelated species, adapting to the same environment, end up with similar forms. Sharks and dolphins are the textbook case — one fish, one mammal, diverged for hundreds of millions of years — yet both had to swim through the same water, and both ended up streamlined. Glimpsed underwater for a second, the silhouettes are hard to tell apart.

Brands aren't so different. Compete long enough under the same customers, the same channels, the same metrics — benchmarking each other the whole way — and convergence follows. Call it the benchmarking paradox: the more closely you study a competitor's strengths, the more you move toward them, and once that motion compounds across a category, everyone in it starts to look alike. What began as an effort to stand apart ends in sameness.

One distinction matters. A shark never had the option of a body that wasn't streamlined — evolution left it no choice. Brand convergence isn't a law of nature. It's the sum of a choice — follow the competitor — made over and over. A sum of choices could, in principle, add up differently. In practice, it rarely does. Every single decision along the way looks too reasonable to question.

The asymmetry behind sameness

There's a psychological reason sameness keeps advancing. When a rival ships something successful, resisting the pull to copy it takes real effort. Once someone says, "the competition has this and we don't," it's hard to argue back.

The reason is asymmetry. Justifying why something should exist is easy: "because they're doing it" usually suffices. Justifying why it's fine to skip it takes far more — research, logic, conviction. When the easy argument meets the hard one, the easy one wins. Feature additions justified by benchmarking rarely slow down. They accelerate.

There's a second layer to the asymmetry. A benchmarking table is easy to present — every cell a checkmark or an X, ready-made for a slide. "We're the only one missing this" is instantly persuasive. But "does our customer actually need this?" has no such table. The answer takes time, and it's never clean. Clarity wins the roadmap. And almost every feature that fills it traces back to someone else's spreadsheet.

Benchmarking doesn't make you beat your competitor. It makes you resemble them.

Each decision looks reasonable on its own. One feature, one perk — there's always a plausible reason. Stack dozens of them, and a brand finds itself walking in the same direction as its rival, though no one ever said "let's become like them." No single person is to blame, either. The one who built the table, the one who flagged the X, the one who approved the feature — each was only as reasonable as their own small piece.

Why can no single brand opt out first?

Suppose a team notices the pattern and declares, "we're done benchmarking." On paper, it's the right call. In practice, it almost never happens. If you're the only one who stops, you're the only one who looks like you're falling behind.

Sameness is a result everyone builds together, but the risk it poses isn't shared equally. If a rival ships a feature and you don't, the gap is visible immediately. Whether skipping it was the right call only becomes clear much later, and even then, ambiguously. A visible loss today will always outweigh an unclear gain later. So no one lets go first — even though everyone would gain if everyone let go together.

This is what turns the benchmarking paradox into a structural problem, not an individual mistake. No single sharper manager could have avoided it. Everyone acting reasonably from their own seat adds up to a landscape nobody wanted. The failure isn't a lack of courage. It's a game whose rules calculate stopping alone as a loss.

Why every airline feels the same

The pattern repeats reliably in mature categories. Airlines have spent years benchmarking each other's service into near-identical seat configurations, in-flight service, and loyalty tiers. Close your eyes during the safety announcement, and there are moments you couldn't say which carrier you're on.

Fast food chains tell the same story: years of watching each other's menus, and a new item at one chain shows up, slightly renamed, at a rival's counter within months. Banking apps aren't different — the same login screens, the same menu layouts, the same transfer flows, refined through years of mutual benchmarking. Cover the logo, and naming the bank gets harder than it should be.

These industries share something: each is old, fiercely competitive, and built a habit of watching rivals closely. The ones that practiced benchmarking most diligently became, paradoxically, the ones where brand differences are hardest to see. Not because they didn't try — because everything they tried was aimed at each other.

Where sameness always ends

Past a certain point, customers stop perceiving meaningful differences. If the seats, the menu, the app screen all look alike, what's left to choose on? One thing: price.

The arrival of price competition is itself a signal — that the axis of competition has narrowed to price, and there's nothing else left to claim. A price war has no winner. Whoever comes out ahead, everyone loses margin together. The bill for years spent resembling each other comes due, split evenly, as a discount.

The most ironic part happens here. Once price competition starts, teams go back to benchmarking — this time tracking discount depth and promo cycles. The habit that produced the sameness gets pulled back out inside the price war that sameness produced. The tool that built the trap becomes the tool reached for to escape it.

Designing tomorrow with yesterday's map

Benchmarking has one more blind spot: it looks backward by nature. Competitor analysis studies what a rival has already done. Build tomorrow's strategy on it, and tomorrow ends up an extension of today. In a fast-moving market, that's always a step behind. Doing what a competitor already did, only better, will always trail doing what no one has done yet.

Return to that spreadsheet. Shipment tracking, rewards, checkout, dark mode — every item shares one thing: someone else built it first. There's no blank cell reserved for what nobody has made yet. A benchmarking table, by its structure, can only hold the past. Fill in every blank as diligently as you like — the future stays empty.

This is why observation and benchmarking deserve to be told apart. Watching the market to understand what's happening in it is observation. Measuring your position against a rival's yardstick, trying to close the gap, is benchmarking. Observation produces insight. Benchmarking pulls you inside a frame your competitor built. Watching the market should never stop. The moment watching turns into catching up, sameness begins.

The two meetings look alike — same hour, same slides, often the same person presenting. The split comes down to one question: "what's happening out there?" or "what would it take to match them?" The first keeps things open. The second locks you inside their coordinates.

Sameness never arrives overnight. One reasonable feature this quarter, one reasonable perk the next, accumulate over a few years into a category that looks like everyone copying everyone. What waits at the end isn't a new market. It's a price sheet with the margin gone.

Lay your category's seat pitch, your menu, your app screen next to a competitor's. How different are they, really? If the answer doesn't come easily, you already know it.

Go back to that first spreadsheet. Rows of checkmarks and X's. The team that built it can't be blamed — every call, at the time, was reasonable. But while that table got rebuilt quarter after quarter, one question never got asked: is there a blank cell in here that nobody has filled yet? No amount of staring at a competitor's table will ever produce the answer.

Follow every competitor closely enough, and you stop being anyone in particular.