Eric Tse

Most people learn about a startup the way most people learn about a neighborhood: from real estate listings after all the good stuff is gone. By the time a company appears in TechCrunch, the term sheets are signed, the cap table is locked, and the early story has been rewritten into a cleaner myth.

Eric Tse works upstream from that. As a researcher with Contrary Research - the analytical arm of Contrary VC - he operates in the exact window that matters: after a company has traction but before the world knows it exists. The deep research phase. The "how does this actually work" phase. The phase that requires reading more than a press release.

Contrary Research isn't a blog. It publishes the kind of rigorously sourced, deeply reported analysis on private technology companies that usually only exists behind institutional paywalls - and then gives it away free to 50,000+ subscribers. Its research fellows, Eric among them, do work that bridges the gap between journalism and investment research. Neither fish nor fowl, and better for it.

What does a startup researcher actually do? The job description doesn't fit neatly on a business card. It's part detective, part financial analyst, part technology critic. It means reading S-1 filings the way a lawyer reads contracts - looking for what isn't there. It means understanding why a founder pivoted three years ago and what that tells you about the next three. It means knowing which market maps are real and which are venture theater.

Eric Tse does this work in the context of a research network that has quietly become one of the most respected independent voices on private technology companies. Contrary, the firm behind it, has backed companies like Ramp, AngelList, and Roam Research - but the research operation runs almost independently, with its own editorial logic and its own standards.

The venture capital industry produces a lot of narrative. Origin stories. Grand visions. Markets that are "massive, underserved, and ready for disruption." The research community around VC produces something different: skepticism with structure. Questions with evidence. Claims with citations.

This is where Eric Tse's work lives. The core discipline of startup research is asking the questions that don't get asked in pitch meetings: Who are the actual customers and why do they stay? What happens to the business when the growth incentives are removed? Is the moat what the deck says it is, or is it something else entirely?

These aren't rhetorical questions in startup research. They're the actual questions, and answering them requires something rarer than intelligence: patience. The willingness to spend three weeks understanding one company when nobody is paying you to have an opinion about it yet.

Private market research is having a moment. As more companies stay private longer - Stripe remained private for over a decade, SpaceX has raised billions without a public filing - the demand for credible analysis of companies that don't report to the SEC has quietly exploded. The information asymmetry between insiders and everyone else has never been larger.

Into this gap step organizations like Contrary Research, and researchers like Eric Tse who are willing to do the work that closes it. Not with scoops or leaks, but with method. With the kind of bottom-up, source-by-source analysis that turns a company from a concept into something you actually understand.

The newsletter format is doing something interesting here too. Where institutional research is siloed behind Bloomberg terminals and LP updates, Contrary Research operates in the open. The analysis is free. The standards are high. The effect is to democratize a kind of market intelligence that previously existed only inside funds and family offices.

Eric's work in this context isn't just research. It's infrastructure. The kind of institutional knowledge about private companies that used to require a partner-level relationship at a top-tier fund now lives in a newsletter anyone can subscribe to.

The startup ecosystem rewards pattern recognition. But patterns require data, and in private markets, data is political. Who has it, who shares it, and under what conditions shapes who wins. The researcher's job is to be agnostic about all of that - to look at the actual shape of the thing, not the shape that benefits whoever is pitching you.

There is a discipline to good startup research that is easy to describe and hard to practice. It requires knowing enough about technology to not be fooled by impressive demos. Knowing enough about markets to spot when "we're the only ones doing this" is actually true versus when it means nobody wants it. Knowing enough about operations to tell a scalable business from one that only looks like one at small numbers.

It's a lot to know. The researchers who do it well are genuinely rare. They tend to be the people who read voraciously, think structurally, and have enough intellectual humility to change their view when the evidence changes - which it always does.

Startup research at Contrary isn't opinion journalism with citations. The research process starts with a question - why is this company growing, what market dynamics are actually at work here, why now - and works outward from there through primary research, competitor analysis, customer interviews, and market mapping.

The result, when it works, is something unusual in tech media: a piece of writing that is simultaneously readable and rigorous. That doesn't simplify in order to be accessible, but also doesn't hide behind jargon in order to sound smart. The Contrary Research reports are the rare kind of document you can send to a sophisticated investor and to a curious undergraduate and both walk away having learned something.

This is harder to do than it sounds. Most research errs toward one extreme or the other: impenetrable technical analysis or breezy trend-chasing. The craft in Contrary Research's work - and in what Eric Tse contributes to it - is in holding both registers at once.

The framework, if there is one, is to always ask: what would change my mind? And then to actively go looking for those things. To stress-test the bull case. To try to find the flaw in the thesis before someone else does. This is not pessimism. It's rigor. And it's the thing that makes the conclusions, when they are confident ones, actually mean something.

There's a version of startup research that is essentially sophisticated cheerleading. Contrary Research is not that. The publication has written critical pieces, challenged conventional wisdom, and published analysis that contradicts the prevailing narrative at the moment of publication. This takes courage, editorially. It's easy to publish consensus when consensus is all around you.

The word "contrary" in the name is not accidental. Eric Tse operates in a publication that takes seriously the idea that the interesting truth is usually found slightly off the beaten path. Not contrarianism for its own sake - which is just intellectual posturing with extra steps - but the genuine willingness to follow the data where it leads, even when it leads somewhere uncomfortable.

In a media ecosystem where hot takes are cheap and deep dives are rare, this is a genuine differentiator. It's also a genuine service. The founders, investors, and operators who read Contrary Research don't read it for entertainment. They read it because it changes how they think about the companies they're watching, building, or backing.

Eric Tse contributes to that. In a field where the most important work often goes unsigned because it's embedded in institutional research, being a named contributor to a publication read by the people shaping private technology companies is not a small thing. It's a specific kind of leverage: intellectual leverage, operating at the information layer that sits just above where the actual decisions get made.