AI-NATIVE PRODUCT LEADER
HI, I'M ADITI.YOU FOUND ME.
Finding is rather the point: I build products that find their own users. A million people a month at last count, and I run the business they pay into. Nine years in, six in core product, AI-native by instinct, allergic to paid spend.
That chat really is me, scripted word for word. Go on, say hi.
01
THE PLAYER
The person, measured, and every competency on the ledger.
AI-NATIVE PRODUCT LEADER6 YRS CORE PRODUCT · FMC · HERO GROUP · NISM · SECURITIES MARKETS
- AI PRODUCT STRATEGYCORE
- AGENT SYSTEMSCORE
- EVALS & HYGIENECORE
- ZERO → ONECORE
- RAG PIPELINES
- PROMPT ENGINEERING
- PLATFORM ROADMAPS
- SPECS PEOPLE READ
- PRODUCT-LED GROWTHCORE
- ZERO-CAC LOOPSCORE
- POSITIONINGCORE
- GTM EXECUTION
- LIFECYCLE NUDGES
- PRODUCT STORYTELLING
- FUNNEL INTELLIGENCE
- ANALYTICSCORE
- EXPERIMENT DESIGNCORE
- UNIT ECONOMICSCORE
- ECONOMICS
- SEGMENTATION
- SQL
- COHORT ANALYSIS
- CAPITAL MARKETS
- PORTFOLIO STRATEGY
- TEAM BUILDINGCORE
- STAKEHOLDER MGMTCORE
- EXEC STORYTELLINGCORE
- MENTORING PMs
- HIRING BAR
- CROSS-FUNCTIONAL GLUE
- CRISIS TRIAGE
- SAYING NO, NICELY
SPECIAL MOVES · EACH ONE OPENS ITS RECEIPT
PASSIVEBRINGS THE MAPArrives with the problem found, validated, and half-solved.AOEZERO-CAC BEAMA million users a month, acquired on ₹0 paid. Still charging.BUFFMACHINE WHISPERERArgues with models in their own language. Usually wins.ULTIMATEOVER · UNDER · THROUGHHurdles get three options. None of them is 'wait'.
02
THE WORK
The moat. Every case opens, problem, moves, curve, receipts.
AI PRODUCTS
Systems that make the call before a human has to.
ENGAGEMENT & RETENTION
Keeping people in the room, and in flow.
GROWTH
Loops that compound, not spend that spikes.
MONETIZATION
Where the free traffic turns into a P&L.
ZERO TO ONE
Nothing, to a thing you can hold.
03
THE ROUTE
The whole route, newest stop first. Judge the slope, not the logos.
- 2025 – NOWGURUGRAM0 → 1M USERS A MONTH
FINDMYCOLLEGE · HERO GROUP
FOUNDING PM & ASSOC. DIRECTOR
India's AI-first college discovery, built from zero. Now leading 25 across product, engineering, content and design.
- 2022 – 25GURUGRAM100K+ MAU₹5 CR REVENUE
HERO VIRED
SENIOR PM
Led a 15-person team. AI-led product and zero-CAC growth across the learner journey.
- 2021 – 22BENGALURU+15% NPS+20% ADOPTION
CLOOTRACK
SENIOR PM
Customer-experience data turned into personalization for enterprise accounts.
- 2020 – 21BENGALURU60% NATIONAL GMV
LIVE-A-BIT
FOUNDING PM
A D2C storefront from scratch, mid-pandemic.
- 2019 – 20MANILAPRESIDENT'S SCHOLARDEAN'S LIST
ASIAN INSTITUTE OF MANAGEMENT
MBA
Left the safe thing and flew. The school bet back.
- 2016 – 19DELHI+20-30% OUTCOMES
FIITJEE
EDUCATOR & PRODUCT ANALYST
Productized learner analytics and adaptive assessments.
- 2013 – 16PATNAFIRST PRINCIPLES
PATNA UNIVERSITY
ECONOMICS HONS.
Department Scholar. People > curves.
04
OFF DUTY
Read, lift, travel, repeat. Sometimes all three at once, don't ask about the logistics.
ALSO IN ROTATIONSTAYS FOR THE CREDITSFilms get the retro treatment: what worked, what sagged, and why. LEARNING BADMINTONCurrent ranking: enthusiastic. Losing gracefully, improving loudly. PLAYS THE LONG GAMEReads markets like roadmaps. Patient, diversified, quietly opinionated about asset allocation.
FINAL CHAPTER · OPEN TO ROLES
SAY HELLO
The next chapter isn't written yet. It might have your name in it. Recruiters, founders and badminton opponents all welcome.
BRING ME THE UNSOLVED.
I learn fast, ship faster, and have never once respected a ceiling.