I build
AI products
that ship
revenue.
PM with a bias for systems thinking and first-principles design. 8 products across AI, Growth, and Platform — from 0 to scale. Every decision traced to a measurable outcome.

PM who builds
systems,
not features.
I'm Samir — Founding Product Manager at Emversity, an edtech company operating across 30+ campuses in India. I've built 8 products across AI, Growth, Platform, and Analytics — always with a direct line from product decision to business outcome.
I approach every problem through first principles. Before writing a single user story, I ask: what is this system actually trying to do? That thinking led me to build an AI voice agent when others would've hired 250 more sales reps — and cut cost-per-qualified-lead by 20×.
Looking for my next role as an AI PM, Growth PM, or Founding PM at a company where product thinking compounds over time.
Built voice agents, LLM scoring engines, RAG chatbots, and AI-powered dynamic rendering — from PRD to production.
Designed referral systems, affiliate platforms, and conversion funnels that shifted CAC by 35–65%.
Founded and shipped Hercules ERP (13 modules) and emConnect (affiliate app) from scratch.
Every product decision tied to a measurable outcome — CAC, CPL, conversion rate, or cost per unit.
Across 8 shipped products. Every number is real.
Products that
moved numbers.
Looking for an
AI PM?
I'm actively exploring roles at companies building with AI at the core. Let's have a 30-minute call.