
that's the real me
call me AP
Ashwinikumar
Patil
Bengaluru, India
Career
19
years of product + P&L experience
10
years in product
View the arc →
Product52%
P&L (well, mostly)40%
...8%
Outcomes
0 → 1Idea to PMF
1 → 10PMF to Scale
100 → 100Insource
📉 → 📈 Turnaround
📴Sunset a business
Industries
Users I've built for
B2B
Advertisers · Marketplace sellers · Wholesale traders · Retail merchandisers
B2C
E-commerce and Quick-commerce consumers · Telecom subscribers
Scope I have managed
₹1000cr+
Annual Budget Managed Directly
50+
Size of team managed
100+
Stakeholders influenced in a role
Types of products
AI/MLConsumer UXMarketplaceSearch & DiscoveryAdTechSaaSMobile apps
How I lead
4H ⇄ 4C
My principles of leading a team
Company stages
Founderlistkoi
EarlyIceCream Labs • teaJunction
GrowthZepto · Myntra
MatureWalmart · Tata
Orgs I built from scratch
3
Latest from Tight Margins
All writing →EssayOct 2026 · 13 min
"All Tests Passing."
AI models are graded, not tested. Graders are scarce, so the world does the testing, after the fact, and the check that works best is one…
EssayOct 2026 · 54 min
One Working Day
India has given a handful of institutions the job of pricing its private companies, and forbidden them from owning one until the morning …
no spam, pinky promise ✋
I am tinkering with
Procreate
ESP32
Bullet JournalIn my free time
Answer queries of my 2 toddlers
Solve maths problems
YouTube, mostlyInteresting fact about me
At 23, stuck on a hard problem inside the Tata group, I emailed Ratan Tata himself — and got a reply, then a call back from his office.
Schools that shaped me
IIT Guwahati
IIM BangaloreCoursesComing soon
The Judgment Course
Join the waitlist →
Let's talk.





