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SABARIMANI
P

Ideate → Build → Validate → Scale

I turn ideas into MVPs using AI, test them myself to refine the experience, validate them with real users, and scale what shows clear traction.

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About Me

Who I am and what drives me

From Strategy to Prototype,
One Product at a Time

I'm a Versatile Product Manager and an Aspiring Full-Stack Builder with 1+ year of hands-on product experience. I don't just strategize I put myself in the real user's seat, leverage AI to ship MVPs faster, and build what truly matters.

I thrive in a fast-paced environment sharpening my product thinking through the NextLeap Product Management Fellowship, learning about AI automations and AI to ship ideas end-to-end without waiting on anyone.

Tamil Nadu, India B.E. ECE · 8.07 / 10 CGPA

Download Resume

Get Detailed information about my experience, skills and projects.

Resume
🚀
1+
Years Experience
Building products
📦
6+
Projects
PM case studies
🏆
2+
Hackathon Finalist
TECHgium, TNPCB
📈
33%
Demo Rate
Scaled from 25%

Skills

Tools and frameworks I use to build great products

Core PM Skills

Product Management

Product Strategy Product Strategy
User Research User Research
Market Research Market Research
Problem Discovery Problem Discovery
RICE Framework RICE Framework
ICE Framework ICE Framework
MoSCoW MoSCoW
Agile / Scrum Agile / Scrum

Data & Analytics

SQL SQL
Data Visualization Data Visualization
AARRR Metrics AARRR Metrics
DAU / D30 DAU / D30
Funnel Analysis Funnel Analysis
Cohort Analysis Cohort Analysis
A/B Testing A/B Testing
Excel Excel

UI/UX Design

Figma Figma
UX Research UX Research
User Journey Mapping User Journey Mapping
Wireframing Wireframing
Prototyping Prototyping
Tools & Platforms

Product & Growth Tools

Notion Notion
n8n (Automation) n8n (Automation)
Google Analytics Google Analytics
Gupshup Gupshup
Leadsquared CRM Leadsquared CRM
Microsoft Clarity Microsoft Clarity
Claude AI Claude AI
Google Colab Google Collab

Developer Tools

GitHub GitHub
Postman Postman
VS Code VS Code

Interpersonal

Customer Empathy Customer Empathy
Cross-team Collaboration Cross-team Collaboration
Stakeholder Management Stakeholder Management
Data-driven Decisions Data-driven Decisions

Professional Experience

My journey in product management

Associate Product Manager (Intern)
Jan 2026 – Present
Infinity Learn by Sri Chaithanya
  • Promoted to single point of contact for GreyLabs within 45 days of joining, owning the initiative end-to-end across data pipelines, campaign execution, and revenue operations.
  • Owned execution for a team of 3+ sales associates, driving daily performance across lead allocation, follow-ups, and demo bookings while partnering with sales heads.
  • Scaled demo-to-conduction rate from 25% → 33–35% by leading structured sales execution, enforcing follow-up SOPs, and optimising conversion workflows.
  • Developed an internal AI-powered call analysis tool using n8n to audit AI calls and improve call scripts regularly for better conversion outcomes.
  • Built end-to-end sales execution workflows, establishing SOPs for lead tracking, follow-ups, and conversion processes.
Certificate

Projects

PM case studies and product builds

FamWish - Goal-Based Earning System to Drive Retention in Teen Fintech

A goal-based earning feature for FamPay where teens submit wish requests; parents approve and set reward tasks — driving daily retention.

Key Features
  • Retention-first design — gives both teens & parents a daily reason to open the app
  • Directly improves DAU and D30 metrics via habit-forming goal loops
  • Working prototype built with AI — reduced prototyping time by 60%
Product Strategy UX Research User Journey MVP Design
▶ Demo

FamPay – Root Cause Analysis: Weak Retention After 30 Days

End-to-end RCA on FamPay's post-onboarding drop-off — identifying behavioral causes and designing FamWish as a habit engine to fix them.

Key Features
  • Diagnosed behavioral root causes: no triggers, no habit loop, no progression system
  • Core insight reframe — "Payments ≠ Daily Habit for Teens" shifting strategy from utility to engagement
  • Mapped FamWish solution to DAU/MAU, D30 retention and session frequency targets
Root Cause Analysis Retention Strategy Behavioral Design Metrics
🌐 Root Cause Analysis

FamPay – Product Teardown: India's First Teen Fintech

Deep-dive teardown of FamPay's product strategy — analyzing its two-sided system, growth loops, monetization model, the 2023 crisis pivot, and what comes next.

Key Features
  • Mapped 4-layer product system: Access → Permission → Money → Habit — and what breaks without each
  • Analyzed Trust, Habit & Network growth loops with break conditions and product design links
  • Decoded the 2023 IDFC crisis pivot — survival move vs. strategic dilution of teen identity
Product Strategy Growth Loops Monetization Product Teardown
🌐 Product Teardown

Google Pay – Product Redesign & UX Improvement

User research with 36 participants to identify 3 core pain points in Google Pay, proposed data-backed fixes using Value vs. Effort framework.

Key Features
  • Identified: complex UI, irrelevant rewards & missing expense insights
  • Proposed cleaner navigation, AI expense tracking, personalised rewards
  • Designed detailed mockups covering all three improvement areas
UX Research Value vs Effort Mockup Design Figma
🌐 Product UX Redesign

TECHgium 7th – Image Processing in Harsh the Environments

Hackathon Finalist (Top 30 / 400+ teams). Built a robot navigating harsh environments using LiDAR, thermal cameras, and GPS.

Key Features
  • LiDAR + thermal camera + GPS for autonomous navigation
  • Real-world use cases in mining, defence & rescue operations
  • Reached finals out of 400+ competing teams
LiDAR Thermal Imaging Robotics End-to-End Development
🌐 Certificate

AI Call Analyzer – Automated QA for AI Sales Calls

Built an end-to-end n8n pipeline that transcribes Hindi AI sales calls via Whisper, then runs three parallel GPT-4o-mini audits — scoring call quality, sentiment, and script adherence — eliminating manual QA at scale.

Key Features
  • 3 parallel AI audits: talk-time split, call quality (out of 10) & script adherence (out of 8)
  • Processes Hindi transcripts end-to-end — Google Sheets → Whisper → GPT-4o-mini → report
  • Directly improved call script quality and supported demo-to-conduction rate growth to 33–35%
n8n OpenAI Whisper GPT-4o-mini AI Automation Call QA
⚡n8n Workflow

FamWrapped — Monthly Story Experience for FamWish

A Spotify Wrapped-style monthly recap built for FamWish — 8 animated slides celebrating every task completed, rupee earned, and step toward a teen's wish. Zero dependencies, pure vanilla JS.

Key Features
  • 8-slide story flow: cover → earnings → effort → wish progress → persona → badge → parent message → share card
  • Persona engine assigns monthly identity (Family Hero, Goal Chaser) from behavioral patterns — no AI, pure rule logic
  • Shareable summary card with Instagram, WhatsApp & direct parent-message flows built in
Feature Design Story UX Vanilla JS CSS Animation FamWish
▶ Live Demo

Education

My academic journey and qualifications

Remote · Online

Product Manager Fellowship

NextLeap

🚀
📅
Duration
April 2026 – Present
🏅
Program
Intensive PM Fellowship · Cohort-based
Tamil Nadu, India

B.E. Electronics & Communication Engineering

Bannari Amman Institute of Technology (Anna University)

🎓
📅
Duration
November 2022 – Present
🏅
Grade
CGPA: 8.07 / 10
Tamil Nadu, India

Higher Secondary School (HSC)

Vidya Mandir Matric Higher Secondary School

📘
📅
Duration
July 2021 – May 2022
🏅
Grade
93% · 557 / 600
Tamil Nadu, India

Secondary School (SSLC)

Sri Krishna Matric Higher Secondary School

📗
📅
Duration
July 2019 – May 2020
🏅
Grade
95% · 475 / 500

Let's Connect

I'm always open to interesting conversations and new opportunities

Get In Touch

Whether you want to discuss product strategy, explore collaborations, or just say hello — I'd love to hear from you.

✉️
Email
Drop me a message
📍
Location
Based in
📞
Phone
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