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Why No Two Agathon Lists Are Ever the Same

  • Writer: Yash Duseja
    Yash Duseja
  • Jan 20
  • 3 min read


In deal making, there’s a quiet but persistent temptation to move faster. Deals are competitive, data is abundant, and technology promises efficiency at every turn. Against that backdrop, it can feel almost logical to reuse an old list, repurpose an old dataset, or reformat a previous industry scan.


The problem is, recycled research doesn’t create an edge. It creates sameness.

Many deal teams unknowingly end up relying on versions of the same lists that circulate across intermediaries, freelancers, and data platforms. On paper, these lists look complete. But in reality, they carry the same gaps, the same assumptions, and often the same companies that every other firm has already seen.


At Agathon Research Partners, I decided to take a slower, more deliberate route. Every target list I build starts from zero. It is constructed by hand, one company at a time, for one specific client and one mandate.


That approach may sound simple, but it changes everything.


Why Recycled Research Fails to Deliver


Pre-packaged research feels efficient because it gives you something quickly. But speed is deceptive when what you receive still requires hours of validation and refinement.


Most recycled lists start with broad filters that surface hundreds of lookalike companies: same industry, same size, same broad description. But what they lack is relevance. Without deeper validation, it is difficult to know which of those companies are actually acquirable, actively growing, or even accurately described.


The issue is not the data itself. It is the absence of thoughtful interpretation.


Private equity firms make decisions on nuance. Whether a founder still owns 60% of a business or a small industrial supplier just expanded into a new vertical can be the difference between a viable opportunity and a dead end. That kind of context rarely appears in recycled data. It has to be researched, not retrieved.


DeliverBuilt from the Ground Up, Every Time


Every Agathon project begins with a blank Excel file. I don’t modify a previous list or lean on existing templates. I start by understanding the industry, its structure, and its moving parts.


That top-down approach helps identify not only who the players are, but also how they connect. From there, I validate every single company manually, making sure that each name included in the list earns its place.


This means confirming what a company actually does, studying its ownership, assessing its scale and acquirability, and uncovering smaller details that databases often overlook. It also means excluding companies that don’t belong, even if including them would make the list look more substantial.


Every data point exists for a reason. Every omission is intentional.


When I deliver a list, it is not just a compilation of companies. It is an informed representation of an industry built specifically for one client, from start to finish.


Exclusivity by Intent, Not Just Policy


Each Agathon deliverable is built exclusively for the private equity firm that commissions it. Once completed, it is theirs and only theirs.


While I retain the methodology and research framework, I never reuse, resell, or adapt the contents for another firm. Every project begins fresh, and no two lists ever overlap.

This exclusivity is not a marketing choice. It is a structural one. When research is recycled, the edge disappears. When it is built uniquely, insight sharpens.


Clients know they are receiving a document that exists nowhere else. That knowledge builds trust, and that trust shapes how they use the research. It gives them the confidence to act, knowing the work behind it was crafted specifically for them.


Why It Matters


In private equity, information advantage is rarely about finding data that others cannot access. It is about how deeply you understand what you are looking at.


A target list built uniquely for a client carries intent. It reflects judgment, reasoning, and care. It captures not only the companies that matter, but the logic that connects them. That is what allows deal teams to move faster, not because they have more names, but because they have clarity.


Research built this way does more than inform decisions. It earns the confidence of the people making them.


Agathon remains a one-person firm by design. Each list is a product of personal attention, independent thought, and complete ownership. Because in this kind of work, depth cannot be outsourced, and quality cannot be replicated.


Every list I build is unique because every client deserves research that is truly theirs.


If your firm values originality, depth, and ownership in its research, I’d be glad to start a conversation. You can reach me directly at yash@agathonrp.com.

 
 
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