Product · Equity research · AI for investing

I build products that find what the market misses.

Co-founder of KamayaKya, a SEBI-registered research firm. Growth at fair prices, in India's overlooked smallcaps.

In football, a good coach reads where the player has to be in three seconds, not where he is now. A good analyst does the same with a company, on a longer clock. An AI engine can do it across more signals than any single human can read end to end. Same instinct, every chapter: read the pattern before the field does.

Fourteen years of it, across sports, the consumer internet, and equity research.

Track record · KamayaKya · 4.5 years · as on FY26 · firm internal

The numbers behind the work.

₹55 Cr+
Client wealth advised
31%
CAGR over three years
3,000+
Paying subscribers
34 / 40
Positions closed profitably
₹1.14 Cr
FY26 revenue
Zero
SEBI incidents
Story

Five chapters, one instinct.

Five chapters, one instinct — walk up the curve of the work.

0/0 signals
walk · drag to move
You found every signal. ✦
My career, as the one chart I'd actually walk.
The framework · mine, refined since 2018

A 100-point engine for forward signal extraction.

01 · Growth, six forward catalysts

Find the reason the future differs from the past

Capex at high utilisation or into value-added products, promoter buying, margin-mix shifts, policy and PLI tailwinds, turnarounds, strategic JVs.

02 · Valuation, matched to business type

The right lens for the right business

EV/EBITDA for capital-intensive and cyclical names, P/B for financials where improving ROE signals a re-rating, PEG for stable growers. Never a PE multiple on a cyclical.

03 · Forensics, fifteen checks

Downside protection, run first

Cash-flow versus reported-profit divergence, related-party patterns, receivables bloat, promoter pledging, auditor changes, contingent liabilities, and more. The opportunity comes first; the forensics keep it safe.

04 · Exit, decided on day one

Exit is half the job

Pre-committed conditions for when the signal degrades or when opportunity cost says the capital works harder elsewhere.

0/ 100
A 100-point engine, run on every name.
50+
plant visits
300+
management interactions
The numbers tell you where to look; the ground tells you what is real.
What I've built

Three live, one in build.

Skills

What I work with.

Product
0→1 product creationRoadmap & strategyPRDs & user storiesRequirement analysisWireframing & design directionBacklog prioritisationAgile deliveryLifecycle & retention
Investing & domain
Equity & fund researchModel portfolios & smallcase baskets100-point scoring frameworkFund due diligencePortfolio construction & rebalancingValuation (EV/EBITDA, P/B, PEG)Forensic governanceHNI advisorySEBI RA compliance
Growth & data
GA4MixpanelFunnels & activationConversionExperimentationReferral designKPI definitionLight Python / SQL
Build & AI
ReactVercelCloudflareNetlifyFigmaLovableClaude CodeChatGPTPrompt engineeringAI products in production
Operating
P&L ownershipTeam leadershipStakeholder alignmentRisk & compliance ownershipOperations
About
Aniket Kulkarni

Aniket S. Kulkarni. Founder-operator. Co-founder, CEO, and Compliance Officer at KamayaKya, a SEBI-registered Research Analyst firm (INH000009843). Co-founder of Zona Mista Sports with Aman Bansal. Earlier, founded UnitedBuzzz (UFNPL), a Manchester United fan platform that grew to 800,000 followers.

Based in Pune. Travels often.

On the road
DJing as Mūditā

Off-hours I DJ as Mūditā: techno, deep house, the occasional progressive set. Once played a gig in Thailand for some free beers. Walked into a bar, asked if I could play, they said yes.

Connect

If any of this resonates, I'd like to hear from you.

Whether you are building, investing, or thinking about the same problems.