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Equity Research · Venture · Curiosity

Varun
Ammanagi.

I find companies before they're obvious.
I think about markets, people, and the occasional black hole.
Powered by caffeine & curiosity.

4+
Years Research
Curiosity
scroll

02 — Spotted

Before they were
obvious.

Prices from market data. Updated weekly.
B = Buy · S = Sell · H = Holding

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03 — Built

Things that
exist.

Kleva

15+ competing accounts compared
·
Standardized financial data matrix
·
SQL & AI-powered analysis

Financial product comparison platform that structures publicly available bank data into a standardized matrix with side-by-side evaluation of fees, minimums, rewards, and benefits.

FinTechSQLAIComparison

Statement Analysis & Portfolio Tracker

All-in-one screening & tracking
·
Custom ratios & industry metrics
·
Automated tracking with Google Apps Script

Complete solution for stock screening and portfolio tracking. Includes consolidated financials, custom analysis ratios, and visual data representation for informed decision-making.

FinanceScreeningPortfolioAutomation

YouTube Content Creator - Fintech

300k+ views
·
90%+ like-to-dislike ratio
·
#1 in niche

Reviewed digital banking and fintech products with content reaching 300k+ views. Generated revenue through monetization and brand collaborations while building the most engaged community in the space, and drove real user acquisition for fintech companies.

ContentFinTechYouTubeProduct AnalysisCommunity

04 — Writing

Thinks
out loud.

I don't know who will win the AI race. But it's not going to be OpenAI.

MarketsMay 2025

I don't know who will win or lose the AI race, but it's not going to be OpenAI. Claude could, Gemini might, or maybe some new player. But not OpenAI.

Main reason: OpenAI is at a huge disadvantage. Having the first mover advantage is the worst thing that could have happened to it.

There are so many freaking users using their chatbot every day — for free! This, in theory, shouldn't have been a problem because in the LLM world, more users = more training data = better model, right?

But think about it for a second. What sort of data are they getting? Most of it is just redundant. A company can only extract so many insights from its users' engagement; beyond that, it's just unnecessary data.

Whereas with Claude, the average user doesn't even know about Claude. But anyone even slightly enthusiastic about the AI world used it. This not only reduces their burn rate but also gives them better quality data to work with.

Gemini — well, it can go as long as Google wants it to. It is funded by a behemoth sitting on a ton of cash. To give some context, OpenAI's yearly burn of $10B is roughly 10% of Google's annual profits.

P.S. — I don't like Sam Altman. Knowing his history, that man ain't fit to run OpenAI. He is going to take down the ship with him.

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Risk comes from not knowing what you are doing — and I figured this out in a boring class.

Ideas2022

We have all heard the phrase "higher the risk, higher the returns" at least once. But is it really true?

When someone says "I am taking a risk," what they mean is the probability of something happening is low or uncertain. Uncertainty comes from not knowing completely. The more you analyze, the higher your probability of being right.

Say I ask you to invest in Devyani Ltd., a newly incorporated company about to start designing its product. You probably wouldn't — you don't know the management, the product, the market fit. Risk is high because you're uncertain.

Now say I ask you to invest in Trent Ltd., co-founded by Warren Buffett and Charlie Munger, with Elon Musk and Tim Cook as Product Heads, Jeff Bezos as CEO, Mukesh Ambani as CFO, and Ratan Tata as MD. You don't know the product either — but you know the people. Your certainty is higher. Risk is lower.

Conclusion: risk comes from not having complete information. The more you know about what you're getting into, the less risk you're actually taking. Our goal shouldn't be to run from risk but to reduce it by doing the work.

Invest your time before you invest your money.

"Risk comes from not knowing what you are doing." — Warren Buffett

The idea struck when I heard my business teacher say "higher the risk, higher the returns" — and I wrote this in class when I was bored. For Scam 1992 fans: "Risk Hain Toh Ishq Hain" works great in a web series. In real life, do your homework.

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More coming. Thinking takes time.

···

05 — Moments

Proof
of life.

2025

Business Analytics - 1st Place

Year 2025

Ranked 1st in Business Analytics for the year 2025.

2026

CFA Level I Candidate

CFA Institute

Pursuing the charter because the obsession that gets you through it matters more than the credential itself.

2024

NCIAP Certified

NSE Academy

Certified Investment Analyst Pro (NCIAP) - Completed Investment Analysis & Portfolio Management, Technical Analysis, and Fundamental Analysis modules.

2022

Young Economist - 3rd Place

Competition

Recognized for economics analysis and insights in competitive evaluation.

Let's
talk.

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Built with intention. Updated when something's worth adding.