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MBTI Personality Matching System
Personality matching algorithm integrating MBTI framework with user preferences. Provides transparent 0-100% compatibility scores with plain-English explanations, becoming Hunch's core product differentiator.
Hey there!
Ship fast, learn faster. Perfection is the enemy of progress.
90% of PMs fail to deliver because they skip user research.
Data tells you what, users tell you why.
If users need a tutorial, you built it wrong.
The best PMs are statisticians with empathy.
Hallucinations aren't bugs. They're unhandled edge cases.
I'm Umang, building products that ship
AI Product Manager blending product thinking, engineering rigor, and user psychology to ship high-impact products.
Impact At A Glance
Key metrics from products I've shipped
4+Years Experience•
5M+Users Reached•
14+AI Products Shipped•
20+Clients Served
- User Engagement Increased
- Monthly Revenue Boosted
- Session Time Improved
200%
User Engagement Increased
30%
Monthly Revenue Boosted
100%
Session Time Improved
- Cost Reduction Achieved
- Organic Traffic Growth
- Manual Work Eliminated
90%
Cost Reduction Achieved
50%
Organic Traffic Growth
80%
Manual Work Eliminated
How I Work
From 'works in a notebook' to 'works at scale'
- 1. DiscoverGround every decision in user truth through conversations, data, and jobs-to-be-done mapping.
- 2. DefineTranslate ambiguity into clarity with crisp problem statements, success metrics, and guardrails.
- 3. PrototypeTest the riskiest assumptions early with MVPs before committing engineering resources.
- 4. ShipDeliver value iteratively using vertical slices and feature flags to learn fast.
- 5. IterateTurn metrics and user feedback into insights that drive continuous improvement.
Featured Projects
Deep dives into products I've shipped from 0 to 1
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Poll Promotion Engine
Automated campaign management interface for targeted poll distribution at Hunch, reducing campaign launch time from 2 days to under 5 minutes while eliminating 85% of manual work. Replaced dependency on Amazon Personalize.
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Web MBTI Onboarding Funnel
Web-based personality test funnel capturing high-intent traffic and converting to paid app users. Generated $1,500 in month one, adding 30% to monthly revenue while building an SEO-optimized acquisition channel.
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Fine-Tuned In-App Chatbot
GPT-4o fine-tuned on 450+ curated conversation examples to generate personalized, natural conversation starters. Increased opener usage by 487% and session time by 100%, becoming a key engagement driver.
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Voice-Based UXR Agent
AI-powered voice agent that conducts, transcribes, and analyzes user research interviews at scale. Automated Hunch's interview process from 2-3 manual interviews/day to 50+ automated interviews daily while reducing costs by 90%.
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Marketing Analytics Dashboard
Unified analytics dashboard consolidating data from Instagram, Twitter, and TikTok with AI-powered sentiment analysis. Replaced multiple video analytics tools while saving $1,000+ monthly and 15+ hours of manual work weekly.
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CreatorPulse Newsletter Generator
AI-powered newsletter automation aggregating content from YouTube, Reddit, Twitter, and RSS, then generating voice-matched drafts. Reduces drafting time from 2-3 hours to under 5 minutes with 95%+ ready content.
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AI Food Analyzer
Mobile app that scans ingredient labels and provides personalized safety verdicts for allergies, religious dietary rules (Jain/Vaishnav/Swaminarayan), and vegan preferences. Works globally without barcode dependency. Built in 15 days.
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Breakup Recovery Squad
Multi-agent AI system with 4 specialized personas providing emotional support, chat analysis, closure exercises, and recovery planning. Went viral with 100+ users in 48 hours from Reddit launch. Free forever with zero data storage.
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Git Roast: Dev Roasting Platform
AI-powered tool that analyzes GitHub profiles and roasts coding habits with brutal honesty. Features MCP integration for Claude Desktop, ChatGPT, and Cursor. Achieved organic viral traction on Reddit.
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Lecture Lens: Educational RAG
AI-powered knowledge search for educational cohorts with timestamped video citations. Won 1st Runner-Up at hackathon. Reduces information retrieval from hours to seconds across 100+ hours of content.
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Fashion Street AI Stylist
AI-powered personal stylist analyzing skin undertones, facial features, and body structure to recommend flattering colors and outfits. Drives retail foot traffic via Telegram with free personalized style reports.
In Progress
Astro AI: Vedic Astrology Bot
WhatsApp-based AI astrologer providing Vedic birth chart analysis and personalized insights. 95% cheaper than traditional astrologers ($2.99/month vs $50-200/session). Available 24/7 with 5-10 second responses.
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Foggy Window Text LoRA
First-of-its-kind LoRA model generating foggy window text effects (writing on steamy glass). Open-sourced on CivitAI and Hugging Face. Proved smaller, high-quality datasets (30-60 images) outperform larger noisy ones.
My Journey
The path of building, scaling, and reimagining products
AI Product Builder
100x Engineers Cohort
- •Shipped 4 production AI products in 6 months as elite cohort member (Top 20), demonstrating rapid idea-to-MVP execution
- •Built multi-agent systems using OpenAI Agents SDK, Google ADK, LangGraph, and Agno framework for production use cases
- •Developed MCP servers enabling AI tool integration across Claude Desktop, ChatGPT, and Cursor—achieved viral adoption on Reddit
- •Won 1st Runner-Up at hackathon with Lecture Lens (Educational RAG) reducing information retrieval from hours to seconds
Associate Product Manager
Hunch (Dating & Social App)
- •Increased user engagement by 200% and 7-day retention by 86% by designing MBTI-based personality matching system
- •Generated $1,500 monthly revenue from first month (30% boost to total) via SEO-optimized web onboarding funnel
- •Improved session time by 100% and response rates by 180% by fine-tuning GPT-4o on 450+ curated conversation examples
- •Reduced campaign launch time5from 2 days to 5 minutes via Poll Promotion Engine, eliminating 85% of manual work
- •Scaled user research capacity 25x (2 → 50+ daily interviews) while reducing costs by 90% via AI voice agent
- •Built Retool analytics dashboard, saving $1K+/monthly in SaaS costs and 15+ hours weekly of manual analysis
Core Skills
Product leadership capabilities I bring to every team
Product Strategy
Product VisioningRoadmappingFeature PrioritizationPRD WritingMarket ResearchCompetitive AnalysisGo-to-Market PlanningBusiness Case DevelopmentOKR PlanningMVP Scoping
User & Growth
User ResearchUX StrategyA/B TestingOnboarding OptimizationRetention StrategyEngagement DesignConversion OptimizationFunnel AnalysisCohort Analysis
Stakeholder Leadership
Cross-Functional LeadershipExecutive CommunicationStakeholder ManagementTeam AlignmentSprint PlanningRoadmap ExecutionFeedback LoopsDecision Frameworks
Data & Insights
SQL AnalyticsDashboard BuildingPerformance MetricsStatistical AnalysisExperiment DesignHypothesis TestingData-Driven Decisions
AI Product Development
AI Product StrategyLLM Application DesignRAG System DesignPrompt EngineeringModel Selection StrategyAI UX PatternsResponsible AI
Tech Stack
Tools and platforms I use to ship AI products
React
Next.js
TypeScript
JavaScript
Python
Node.js
Tailwind
Vite
OpenAI
Anthropic
Gemini
Hugging Face
LangChain
Storybook
Replit
Retool
Supabase
PostgreSQL
MongoDB
Redis
Prisma
GraphQL
FastAPI
Vercel
AWS
React
Next.js
TypeScript
JavaScript
Python
Node.js
Tailwind
Vite
OpenAI
Anthropic
Gemini
Hugging Face
LangChain
Storybook
Replit
Retool
Supabase
PostgreSQL
MongoDB
Redis
Prisma
GraphQL
FastAPI
Vercel
AWS
Docker
Kubernetes
Nginx
GitHub
Git
Mixpanel
Slack
Google Analytics
Tableau
Figma
Notion
Linear
Airtable
Zapier
Stripe
Trello
Jira
Postman
TensorFlow
PyTorch
Jupyter
NumPy
Pandas
Framer
Docker
Kubernetes
Nginx
GitHub
Git
Mixpanel
Slack
Google Analytics
Tableau
Figma
Notion
Linear
Airtable
Zapier
Stripe
Trello
Jira
Postman
TensorFlow
PyTorch
Jupyter
NumPy
Pandas
Framer
AI Platforms
OpenAIAnthropicGeminiElevenLabsWhisperRunway ML
Product Analytics
MixpanelPostHogAmplitudeGoogle AnalyticsHotjarFullStory
Product Operations
NotionLinearJiraConfluenceCodaAirtableFigma
Prototyping & Testing
FigmaV0Bolt.newLovableReplitVoiceFlowUserTesting
Data & SQL
RetoolTableauRedshiftPostgreSQLSupabaseBigQuery
AI Coding Assistants
CursorClaude CodeAntigravityGitHub CopilotWindsurfV0
Let's Connect
Ready to discuss your next product idea or explore collaboration opportunities? I'd love to hear from you.
Trusted By
Companies I've helped build and scale products
Wall of Love
Feedback from colleagues and collaborators
Ashutosh Gupta
Strategy at Hunch | Ex-IB | SSCBS
Shiv Ram Pande
Founding Team & CBO at BitSave | Digital Asset Management
Ashutosh Gupta
Strategy at Hunch | Ex-IB | SSCBS
Shiv Ram Pande
Founding Team & CBO at BitSave | Digital Asset Management
Dipayan Chatterjee
Full-stack marketer growing tech startups from 0-1 and 1-10