Making the next session a natural choice.
A retention experience built around visible progress, personalised recommendations, and continuity with teachers.
I build AI-powered products and growth systems that move the needle for users.
10+ years across B2B SaaS, EdTech, MarTech, FinTech, and SalesTech.
Product problems, considered deeply.
Ideas, taken all the way to an experience.
A retention experience built around visible progress, personalised recommendations, and continuity with teachers.
Connecting discovery, participation, community, venue supply, and rewards into a sustainable growth loop.
An operations intelligence layer for founders, finance, marketing, coaches, and trainers to make better decisions.
Open prototypeAn agentic system to research opportunities, plan content, execute workflows, and improve through feedback.
A browser strategy game set in a collapsing futuristic Bangalore. Balance essential resources, public trust, and competing factions.
A GTM intelligence prototype that turns customer and market signals into clear decisions for growth teams.
Taking a concept to a working web experience in a time-bound buildathon, using AI-assisted building and rapid iteration.
Discovery, trade-offs, delivery, and lessons.
The full stories behind real initiatives.
Shortlisting: ~25 min → ~7 min
~65% less manual review time; adoption remains a challenge
From conversations to actionable insights
MarTech platform
Meeting-to-applicant conversion: 15% → 18% YoY
Adoption as a product problem
Improving the agency experience
The thinking behind the decisions
I sit at the intersection of AI product development, growth systems, and user-centric design.
I care deeply about the why behind decisions. My north star is to ship things that measurably move the needle for users and the business, in that order.
Start with interviews, surveys, and co-design. Understand the problem before writing the spec.
Answer why now, why this, and why this shape. Make small bets, learn fast, and keep iterating.
Treat adoption as a product problem. Be as clear about what didn’t work as what did.