// Product Manager · BITS Pilani

I build for high user scale, find the core “Why”, and move metrics.

Eliminating insurance denial bottlenecks with healthcare AI; previously driving monetization & matchmaking for 10M+ live audio users.

Explore Personal Projects ↓ WhatsApp Quick Chat View Full CV

Bengaluru, India

LinkedIn · GitHub

15% MRR

0-to-1 platform launch across 100+ accounts

+15% ARPPU

Algorithmic recommendation model lift

$250K/mo

Revenue unlocked per client

₹2 Cr MRR

International pricing & rollout revenue

// Operating Thesis

Where I Do My Best Work

I am chasing high-scale, product-first teams where user density creates genuine statistical conviction. Operating at scale gives me the quantitative signals to isolate root friction, formulate sharp hypotheses, and ship rapid experiments that accelerate growth.

I believe that a truly great product solves a core bottleneck so cleanly that it markets itself without needing to be hard-sold. To build products that earn that pull, we must uncover the uncompromising core “Why”: Is this problem severe enough to solve, or is it merely an assumption in our heads? In every room, data is the king.

// Code & Prototypes

Personal Projects

Ranked by relevance for high-scale PM

FlyFair — DGCA Passenger Charter Assistant

Flagship RAG / Legal Tech

GitHub Repo

A deterministic, facts-only RAG chatbot indexing the DGCA Passenger Charter. Gives domestic air passengers immediate clarity on legally mandated cash compensation and statutory passenger rights in plain language.

Live DGCA Retrieval Engine

Click a scenario to evaluate

DGCA Section 3, Series M, Part IV — Clause 4.1

Carrier must provide immediate interim relief for emergency toiletries and reimburse verified baggage loss/damage up to statutory carriage limits (up to ₹20,000 per passenger). If delayed > 24h, basic essentials compensation applies immediately.

App Review Insights Analyzer GitHub

Production-grade pipeline parsing 10,000+ app store reviews using semantic clustering & fixed taxonomy mapping. Automatically groups complaints to produce executive weekly sprint roadmaps.

NLP Clustering · Python · Play Store API Feedback → Roadmap

Busyweb — MSME Storefront GitHub

Mobile-first PWA enabling Indian shop owners (Kiranas, hardware stores) to launch a digital storefront in under 60 seconds. Uses Gemini 1.5 Flash vision to extract catalog data directly from shop board photos.

Gemini 1.5 Vision · PWA · Zero-Typing UX 0-to-1 B2C Product

AI Equity Research Copilot GitHub

Autonomous daily stock research assistant. Aggregates 30+ technical indicators, earnings calls, and news using Llama 3.3 to deliver plain-English briefings over Telegram & Gmail at 6PM IST every weekday.

Llama 3.3 · GitHub Actions · Quant Feeds Agentic Workflow

Competitive Price Research Agent GitHub

Autonomous agent built on n8n that tracks competitor SaaS pricing across Indian HR & payroll tools. Crawls pricing updates via search and refreshes tracking sheets automatically with zero upkeep cost.

n8n · Tavily Search API · Automated Scraper Automated CI/Intel

PM Operating OS (Shared Context) GitHub

PM operating environment connecting LLMs to tools (Slack, Jira, Databricks via MCPs). Maintains a living strategy context graph to draft PRDs, strategy reviews, and leadership launch updates.

MCP Protocol · Cursor IDE · PM Toolkit Product Operations

Career Buddy — AI Resume Coach GitHub

AI feedback coach that evaluates CV bullet points against real job descriptions to provide instant, role-specific refinement suggestions and market-ready feedback.

LLM Prompt Engine · Career Tech Job Assistance

// Career Track

Experience Summary

10s reading time • Details in Resume

RISA Labs Apr 2026 – Present

Associate Product Manager · Enterprise Healthcare AI

Leading 0-to-1 launches for our automated order processing platform across 100+ health systems. I work closely with engineering and clinical ops to eliminate denial friction, build real-time protocol guardrails, and ship browser automation copilot tools.

15% Total MRR $250K/mo Saved/Client 20m → 3m TAT

Detailed 5-pointer breakdown in Resume PDF.

FRND May 2024 – Feb 2026

Senior Product Analyst · Consumer Audio Social

Owned monetization algorithms and engagement mechanics for millions of active users. Designed personalized coin discounting models, led international market pricing rollouts, and built in-call conversation loops that kept users past critical churn thresholds.

+15% ARPPU ₹2 Cr MRR +9.4% NRPU

Detailed 6-pointer breakdown in Resume PDF.

I build for high user scale, find the core “Why”, and move metrics.

Where I Do My Best Work

Personal Projects

FlyFair — DGCA Passenger Charter Assistant

Experience Summary

Building something at high scale?