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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.

4+
Years Research
Curiosity
scroll

02 — Spotted

Before they were
obvious.

A Glimpse

CAPLIPOINTCaplin Point Labs · NSE
Added onMar 2023
GLANDGland Pharma · NSE
Added onJun 2023
TRIDENTTrident Ltd · NSE
Added onFeb 2021
BORORENEWBorosil Renewables · NSE
Added onApr 2021
ATHERENERGAther Energy · NSE
Added onJun 2025
BELBharat Electronics Limited · NSE
Added onFeb 2023
HGINFRAH.G. Infra Engineering · NSE
Added onNov 2022
RVNLRail Vikas Nigam · NSE
Added onMay 2022
DELHIVERYDelhivery Limited · NSE
Added onDec 2024

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

650k+ views
·
90%+ like-to-dislike ratio
·
#1 in niche

Reviewed digital banking and fintech products with content reaching 650k+ 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.

The Algorithm Has Median Taste

Ideas2025

What we watch and read is filtered by the same process. Look up a book on a topic, and the recommendations are sorted by sales and average rating. Watch recommendations on YouTube are a result of an algorithm that shows you videos that are optimised for maximum viewing time on a given population. The question that should be asked but very rarely is – whose opinion are we hearing? The answer is the median. Book rankings, Amazon lists, and recommendation algorithms are calibrated for the maximum number of people that are located somewhere in the middle of the curve. It is not a conspiracy, but just how the process of optimisation works. Platforms optimise engagement, and the median user is the standard of what is considered engaging. The content is too complicated – users will stop watching it; too simple – they get bored. What's left is a vast middle band – readable, accessible, reliably unsatisfying to anyone trying to go deeper. YouTube makes the pattern easiest to see. A video with hundreds of thousands of views is, by construction, one a broad audience found accessible and entertaining — not necessarily one that survives scrutiny. The video with 800 views and a wall of equations in the comments might be the more rigorous treatment. The interface implies that view count is signal. Often it's the opposite. None of this makes popular content bad. It makes it a starting point. The problem isn't consuming it; the problem is mistaking it for an endpoint. This is where AI search, used carefully, earns its keep. A well-constructed prompt can bypass the popularity filter entirely. Asking not for the most-recommended book, but for the current state of expert consensus, the strongest counterarguments, or the papers practitioners in a field actually cite. The operative word is carefully. A lazy prompt reproduces the same bias, because the model was trained on the same internet that ranks by popularity. Precision in the prompt is what shifts the output distribution toward the tail. Another subtle trap exists as well. People realise how shallow the popular narrative is in the domain of their own expertise; in the realm you are knowledgeable about, the shallowness of the popular narrative is quite evident. However, the trap is assuming the awareness transfers. Most of us are running on surface-level exposure in the majority of our interests, without the expertise to know it. The book that felt comprehensive probably wasn't. The YouTube explainer that clicked was probably written for someone in ninth grade.

Operating at the median is not bad. But remaining there is.

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No Yield, Just Hope

Markets2025

The equity market increasingly feels detached from basic economic sense.

A company raises real money only occasionally—through an IPO, an FPO, or another issuance. After that, most of the market is just old shares changing hands. That is not inherently absurd. A share is ownership in a business, and ownership should become more valuable when the business earns more, reinvests well, and increases what it can eventually return to shareholders.

But eventually is doing a lot of work there.

At some point, the business has to produce something real for its owners: dividends, buybacks, acquisition proceeds, liquidation value—cash, in one form or another. It does not have to pay today. A good company may retain earnings for years if it can compound them at attractive rates. Fine. But the entire justification for retention is that it creates a larger pool of distributable cash later.

That link now appears optional.

Look around and much of the market is no longer priced on what a business can plausibly return to shareholders. It is priced on what the next buyer might be willing to pay. The current investor is not buying a realistic cash yield. He is buying the expectation that someone else will accept an even worse one.

That is the game.

The company earns a little more. The stock price rises a lot more. The gap is explained away with “quality”, “optionality”, “TAM”, “scarcity”, or whatever phrase is fashionable that quarter. Then the next buyer arrives, pays an even higher multiple, and calls it long-term investing.

Capital gains are not inherently fake. If a company doubles its sustainable earnings and distributable cash per share, the share should be worth more. But when the price rises far faster than the economic claim underneath it, the return is no longer coming from the business. It is coming from multiple expansion—from the hope that tomorrow's investor will be even less demanding than today's.

And multiples cannot expand forever.

A company cannot distribute more cash than it eventually earns. A market cannot permanently deliver returns far above the growth of the businesses underneath it. At some point, price and economic reality have to meet. Either prices fall, earnings spend years catching up, inflation destroys the real return, or the most speculative parts of the market get wiped out.

It does not always end in one glorious crash. Sometimes the punishment is worse: a decade of dead money while everyone insists the thesis is still intact.

Cheap debt can delay it. Low rates can delay it. Passive inflows, momentum funds and a constant supply of fresh money can delay it. But delay is not repeal. None of these changes the underlying arithmetic.

The equity market is not automatically a greater-fool game. A share is a legitimate claim on the future economics of a business.

But once the price of that claim becomes impossible to justify through any realistic future cash flow, you are no longer investing in the business.

You are betting on the next fool.

And the only remaining question is how long he keeps showing up.

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05 — Moments

Proof
of life.

2026

CFA Level I - Passed

CFA Institute

What started as reading around subjects I was curious about eventually turned into working through the full curriculum.

2025

Business Analytics - 1st Place

Competition

Performed business analytics using Excel to clean and analyze raw data, define and track key KPIs, build and validate models, and present quantified, implementation-ready recommendations to a management jury.

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

Researched, reported, presented, defended the thesis in an open debate round. Placed third.

Let's
talk.

Email

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