Author: @JayaGup10

Translation: Peggy

Editor's Note: AI is increasingly blurring the differences between startups. Application companies are beginning to act like infrastructure companies, infrastructure companies are starting to do workflows, and all companies are wrapping themselves in new concepts. Products, interfaces, technology narratives, and funding pitches are becoming easier and easier to replicate.

The real discussion of this article is: what becomes a company's moat when products are no longer scarce? The author’s answer is the organization itself.

The best companies do not just attract excellent people, but create a structure where a certain type of individual can thrive. The uniqueness of OpenAI, Anthropic, and Palantir is not just their technology or market position, but their establishment of new organizational forms around new ways of working, which also shape a new type of talent.

This offers founders inspiration: do not just ask "how do we tell a better story", but rather ask "what kind of people can only become themselves here". Truly attractive companies do not just offer high salaries but provide talent with a clear mission, power, growth paths, and actual returns.

For individuals, this article also reminds us that being "chosen" and being "seen" are not the same. The former is an emotion, while the latter is structural. Companies that are truly worth investing in do not just make you feel special, but are willing to translate your value into positions, resources, decision-making power, and long-term gains.

AI will make many things easier to replicate, but it will not make building a great company easier. The true moat of the future may no longer just be technology or products, but whether a company can create a new organizational form that allows the right people in the right positions to generate compound interest over time.

The original text is as follows:

It is clear that everything in the AI field is heading toward integration. Companies that I never imagined would compete with each other have now gathered at the same table. The application layer is collapsing into infrastructure, and infrastructure companies are moving up to workflows; almost every startup is repackaging itself as some kind of "transformation company."

These terms change every few months: context maps, action systems, organizational world models. A new category is named, and all company websites swiftly absorb it; within weeks, the market is filled with companies claiming to be the "inevitable platform for the future of work."

As models progress rapidly, interaction interfaces converge, and product iteration becomes cheap, the visible parts of company building become increasingly easy to imitate. What is truly difficult to replicate is the underlying organizational mechanism: how a company attracts exceptional talent, how it organizes their ambitions, how it concentrates judgment, how it distributes power, and how it turns work into a compounding system that other companies cannot replicate.

The best companies have always understood that people are not just a factor of input for the company; people themselves are the company. But in the AI era, this becomes even sharper, as everything else is changing too quickly. If products can be copied, categories renamed, and technological advantages may collapse in months, then the real long-term question becomes: what kind of organization have you built around those capable of creating the company?

The form of the company itself is becoming the moat.

Great companies are essentially organizational inventions

The most important companies are actually organizational inventions. They create a new institutional form around a new way of working; it is precisely in this process that they allow a new type of person to emerge.

OpenAI is neither an academic institution, nor a corporate research lab, let alone a traditional software company. Its core organizational activity is frontier model training. Safety, policy, product, infrastructure, and deployment all operate around this gravitational center. This structure changes what researchers can become: a person who works at the edge of science, products, geopolitical issues, and civilizational risks.

Palantir has invented a new operational institution for fragmented systems. "Frontline deployment" is not just an acquisition action; it is simultaneously a status order, a talent model, and a worldview. It places work that might otherwise be viewed as low status—sitting with clients, absorbing organizational chaos, translating political reality into product—at the center of the company. It creates a protagonist: a person who cannot simply be classified as a software engineer, consultant, or policy expert, but can simultaneously navigate between all three.

These companies cannot be fit into existing boxes. The people who create them cannot either. Great companies are not just places where talented individuals gather; they create a structure that allows a specific type of talent to finally express themselves.

Organizational form determines who can exist there

The best companies in the world do not just compete on categories, markets, or salaries. They compete on identity.

Ambitious individuals typically care strongly about a few things: feeling special, being close to power, becoming impossible to ignore, retaining ample choices, belonging to a mission, and being in a room where historical shifts are taking place. But they often also do not know which goal they are truly optimizing.

This is why the strongest institutions discover talent early, even recruiting from top universities starting in freshman year. They reach out to a person before their self-concept has solidified—before they know what they want to be known for, before they understand what they truly believe, and before they can distinguish between "the work they are good at" and "the person they want to become."

A great company provides a language for these individuals' ambitions. It says: you have been circling around something but do not yet know how to name it; and that thing can happen here. You can be the one who accelerates the Mars timeline, be the one present when the frontier changes, be the one who can operate within fragmented institutions, and be the one whose work eventually becomes impossible to ignore.

This is why great institutions are essentially built as containers around a certain type of person.

Many companies compete on cash. But for legendary companies, cash is one of the most uninteresting forms of talent competition—perhaps except for Jane Street or Citadel. Cash can get a person to sign, but it rarely transforms an individual. The most outstanding people are often the most loyal when a company provides something more concrete than money: a path toward the version of themselves they want to become, or have not yet realized they want to become.

Every emotional commitment must correspond to a structural commitment. If a company says close customer contact is important but the work facing customers has a low internal status, then that commitment is false. If a company says ownership is important but decision-making power is highly centralized, then that commitment is also false. If a company says mission is important but that mission does not offend anyone, does not filter anyone out, and does not require any sacrifice, then that commitment is equally false.

So, what do people really want to feel?

People want to feel special: scarce, seen, irreplaceable. This recruitment narrative will land like this: only you can do this, only you are unique enough, so you should come here and help build it. It targets a deep-seated insecurity within many high performers: they doubt whether their excellence is fragile, whether others might also be capable of doing the job, and whether they have not really been seen yet. Only within a sufficiently small organizational form does this commitment become effective—small enough that one person can truly change the course of the company.

People want to feel chosen by destiny: that their lives are bending in an inevitable direction. Anthropic is the cleanest example currently. It conveys: we are one of the few companies that will decide how this technology will be safely deployed, and the people in this room are those doing it. Only when a company is structurally indeed situated among those few organizations does this emotion have credibility.

People want to feel they have not missed out: that they are in the room where compounding is happening. Look at how many CTOs from iconic companies Anthropic just recruited this quarter. Talent density itself is a choice of organizational form: it depends on how the company recruits, how it pays, how it organizes work, and how it concentrates the best individuals in the same physical space.

People also want to feel that they still have things to prove. For example, that investment banker who has been polished, certified, and told they are excellent, but also begins to doubt whether all of this really proves anything. Or, people want to retain their options. McKinsey excels at this: generalist project assignments, two-year analyst cycles, and exploring options across different industries—after all, who knows what a 21-year-old really wants to do?

Of course, some desire sacrifice, hoping that their sacrifice points to something greater than salary. Most companies in the past would call this a mission, but the way it truly works is more like a quasi-religious community formed around deep beliefs among the team. The value propositions of certain new-generation lab-type companies are sharper than the mission statements of previous rounds, as they make their stances clear. Open source means standing on the opposite side of closed labs; sovereign AI means opposing the assumption of a single country's model running the whole world. The strongest mission often leads some people to refuse to work there, because that precisely means it will make the right people extremely eager to join.

Ultimately, people are just people. The best companies usually select one, or at most two, specific emotions that certain candidates are most desperate for, and they have already built appropriate organizational forms for these types of individuals.

The real question for founders

For founders, the real question is not: how do we tell a better story? But rather: what kind of people can truly become themselves only here?

Most companies are telling the literal versions of what they do. We are making a model. We are building a rocket. We are doing CRM for X. We are automating Y. These statements may be accurate and honest, but today, accuracy is no longer enough to recruit excellence.

The best companies today express themselves from a higher level. They describe the changes that their existence can bring: an industry will be revitalized, an institution will be rebuilt, a civilization-level wager will be won, and a certain type of human effort will finally become possible.

Sometimes, people mistake this "extra height" for mere marketing, and it differs from funding narratives. But your story's posture must match your company's organizational form. A grand story, if housed in a very small organizational form, sounds like empty talk; a small story, if happening within a grand organizational form, will let the finest individuals pass you by. What candidates are truly evaluating is whether the two align, even if they may not articulate this clearly.

If you believe that close customer contact is a moat, then work facing customers must have high status.

If you believe that speed is a moat, then decision-making power must be pushed to the edges.

If you believe that talent density is a moat, then ordinary people must not be allowed to define the rhythm of the company’s operations.

If you believe deployment capability is a moat, then those closest to reality need to have power, not just responsibility.

For those making choices

For those choosing where to place the next chapter of their lives, the lesson is different. You are investing years of your time in a specific person's vision and a certain organizational form, and the recruitment process is not good at revealing either.

Recruitment will show you narratives, missions, talent densities, and imagined futures. It rarely showcases real power structures and almost never demonstrates how people will act under pressure.

These things usually only manifest later: when the company is under pressure, when your work becomes inconvenient, when you ask for things that the company originally did not want to give you, when their belief in your potential must translate into titles, power, economic benefits, roles, or resources.

For ambitious individuals, emotional affirmation may make them feel like owners before actually obtaining ownership. High performers may work like founders, absorb uncertainty like executives, and internalize missions like responsible parties, but the rewards and power they receive still only reflect employee levels. The company captures the intensity of founder-level inputs, while individuals gain a sense of belonging. When the structure eventually catches up, this exchange can be very beautiful; but when the structure does not keep pace, it can become asymmetric.

Older individuals may remind you: you are paying with identity affirmation for what should have been covered by structure. You use "special feeling" instead of titles, "closeness to power" instead of true power, "being soothed" instead of economic benefits, and "believe me" instead of written mechanisms. That is why one can feel deeply valued while being trapped materially and structurally.

Employees can certainly leverage many avenues for returns, such as ownership and compensation. But the most dangerous commitment is often one that is priced in time. Over time, this matter will grow larger. Over time, you will gain more. Over time, the structure will catch up.

However, time never gives notice as it departs. You find yourself in a later version of life, only to realize that the promise made in the future tense has never materialized—though it could also genuinely have materialized.

For ambitious individuals, you must realize that "being chosen" and "being seen" are two different things. Being chosen is emotional: you are special, we believe in you, you belong here. Being seen is structural: this is your scope of responsibilities, this is your power, this is your economic participation, this is your decision-making power, this is the change that will occur if you succeed.

If you truly have potential, go to the place where someone is willing to truly see it. Go to the place that is willing to translate your value into the organizational structure itself.

A new moat

Of course, you can read all of this cynically. You might think that every recruitment narrative is manipulation, every mission is a facade, and every company is trying to make you feel special in order to rent your life at a discount.

But our psychology needs to believe in certain things. We want our work to be meaningful, we want our sacrifices to point to something, and we want our talents to be seen by those who can genuinely use them. This does not make us naïve; it simply indicates that we are human.

Great companies have always been new vessels carrying this need. They are not just carriers of products or profits; they are structures of ambition.

Silicon Valley loves various classifications: tech, non-tech, researchers, operators, founders, investors, mission-driven, mercenaries... but then forgets that most truly exceptional individuals do not actually live in a single box. They live between multiple boxes, borrowing something from one, breaking another, combining several that ought not to touch, and ultimately creating a new form that others will mistakenly think was obvious all along.

The opportunity now is not to become the next OpenAI, Anthropic, Google, Palantir, or Tesla. It is to ask: what kind of company could not exist in the past? And what kind of people have been waiting for such companies to emerge?

AI will make many things easier to replicate: product interfaces, workflows, prototypes, funding pitch narratives, and even early speed. But regardless of how many narratives claim that AI will make institutional building easier, it will not make creating a new institution easy. It will not allow you to easily build an organizational form: one that can concentrate the right people, empower them with the right authority, place them close to the right questions, and let their judgment compound over time.

The old talent market rewards those companies that make people feel "chosen." The next-generation talent market will reward those companies that possess organizational forms that the old market cannot generate. And the individuals within them will also become people that the old organizational forms could not shape.

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