In Progress
Astro AI
AI-powered Vedic astrology platform delivering personalized astrological insights through WhatsApp. Combines Swiss Ephemeris calculations with GPT-5 for 24/7 accessible, affordable astrology consultations.
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 moments.
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•
20+Clients Served•
5M+Users Reached
- User Engagement Increased
- Monthly Revenue Boosted
- Cost Reduction Achieved
200%
User Engagement Increased
30%
Monthly Revenue Boosted
70%
Cost Reduction Achieved
- Session Time Improved
- Organic Traffic Growth
- Manual Work Eliminated
100%
Session Time Improved
50%
Organic Traffic Growth
80%
Manual Work Eliminated
My Process
A proven framework for shipping products that users love
- 1. DiscoverGround every decision in user truth through conversations, data analysis, 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 and experiments before committing to scale.
- 4. ShipDeliver value iteratively using vertical slices and feature flags to learn fast and reduce risk.
- 5. IterateTurn metrics and user feedback into insights that drive continuous improvement and impact.
Featured Projects
Deep dives into products I've shipped from 0 to 1
Active
Voice-Based UXR Agent
AI-powered voice agent system that conducts, transcribes, and analyzes user research interviews at scale. Automated Hunch's user interview process, scaling capacity from 2-3 manual interviews per day to 50+ automated interviews daily.
Active
MBTI Personality Matching System
Comprehensive personality matching algorithm integrating MBTI framework with user preferences. Provides transparent 0-100% compatibility scores with detailed explanations, becoming Hunch's core product differentiator.
Active
Marketing Analytics Dashboard
Consolidated marketing analytics dashboard unifying data from 3 sources (Instagram, Twitter, TikTok) with AI-powered sentiment analysis and trend detection. Replaced 3 expensive SaaS tools while providing better insights.
Active
Fine-Tuned In-App Chatbot
Fine-tuned GPT-4o on 450+ carefully curated conversation examples to build a natural, human-like in-app chatbot. It adapts to user tone, discusses diverse topics, and provides personalized responses—improving session time by 100%.
Active
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.
Active
Web Onboarding Revenue Stream
Built web-based personality assessment (MBTI test) and app conversion funnel that created entirely new revenue stream for Hunch. Generated $1,500 in revenue from first month, contributing 30% boost to existing revenue.
Active
Newsletter Generation System
AI-driven newsletter generation platform that automates content aggregation, trend detection, and draft creation. Reduces newsletter drafting time from 2-3 hours to under 5 minutes with voice-matched drafts.
Active
Lecture Lens - Cohort Assistant
AI-powered chat interface that transforms cohort curriculum into a searchable knowledge base. Students ask natural language questions and receive instant answers with precise citations from lectures (with timestamps) and auto-scraped resources.
Active
Foggy Rainwater Style Text Generator
Custom-trained LoRA model that generates realistic foggy window-style handwritten text and doodles. Created from scratch with no existing dataset, producing natural condensation-on-glass text effects for creative applications.
My Journey
The path of building, scaling, and reimagining products
AI Builder
100x Engineers Cohort
- •Upskilling in rapid MVP development and AI product experimentation through the cohort
- •Founded Lightning AI Solutions to deliver end-to-end AI products as a one-person product team
- •Built and shipped prototypes like Newsletter Generator, Lecture Lens, Foggy LoRA, and Astrology AI MVP
- •Specializing in End-to-End Product Building, LLM fine-tuning, Voice Agent Architectures, RAG Systems, and AI Agents
Associate Product Manager
Hunch (Dating & Social App)
- •Increased user engagement by 200% through MBTI-based personality matching system
- •Created web onboarding revenue stream generating $1.5K monthly, contributing 30% boost to $5K monthly revenue
- •Built Retool analytics dashboard, saving $1K+ monthly and 15+ hours weekly of manual analysis
- •Improved session time by 100% with fine-tuned chat models and AI conversation starters
- •Deployed voice-based UXR agent, scaling research from 2 → 50+ daily calls, reducing costs by 70%
- •Enhanced View-to-Wave conversion by 50% through optimized shortvibes
- •Automated A/B testing workflows, reducing dependency on tech team by 80%
- •Built custom GPT for app store review sentiment analysis
Core Skills
Capabilities I bring to product building
Product Management
MVP BuildingFeature PrioritizationRoadmappingPRD WritingCross-Functional LeadershipExperimentation DesignProduct VisioningMarket ResearchOKR PlanningGo-to-Market PlanningBusiness Case Development
AI Development
LLM Fine-TuningLoRA TrainingRAG SystemsVoice Agent DevelopmentPrompt EngineeringContext EngineeringFunction CallingTool IntegrationAgentic Workflow DesignText-to-Image GenerationImage-to-Image TranslationInpainting & OutpaintingStyle TransferControlNet ImplementationModel TrainingAPI Integration
Data & Analytics
SQL AnalyticsData Pipeline DesignFunnel AnalysisCohort AnalysisDashboard BuildingStatistical AnalysisPerformance MetricsVector EmbeddingsData Cleaning
User & Growth
User ResearchUX StrategyOnboarding OptimizationRetention StrategyEngagement DesignA/B TestingConversion Optimization
Content & Strategy
Content StrategyStorytellingTrend IntegrationCampaign DesignGrowth Experiments
Product Operations
Roadmap ExecutionFeedback LoopsDocumentationKnowledge ManagementExperiment TrackingStakeholder Management
Tech Stack
Technologies and tools I use to ship 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 & ML Platforms
OpenAIAnthropicGroqGrokGeminiOpenRouterHugging FaceElevenLabsWhisperRunway MLHeyGen
AI Development Frameworks
LangChainLlamaIndexAutoGenCrewAIDSPyComfyUIFlashAttentionGradioBaseten
Generative AI & Diffusion
Stable DiffusionSDXLFluxMidjourneyControlNetAnimateDiffDreamBoothLoRA TrainingWanVeoNanoBananaSeedreamInstantIDIP-Adapter
Frontend
ReactNext.jsTypeScriptJavaScriptTailwindShadCNFramer Motion
Backend & APIs
PythonNode.jsFastAPISupabasePostgreSQLPrismaResendPostman
Infra & DevOps
VercelAWSDockerGitHub ActionsGitServerless Deployment
Analytics & Operations
MixpanelPostHogAmplitudeGoogle AnalyticsRetoolTableauNotionLinearCodaAirtable
Design & Prototyping
FigmaV0CursorClaude CodeBolt.newLovableReplitVoiceFlow
Automation & Workflows
Make.comn8nZapierRetool Workflows
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
Head of Strategy at Hunch
Shiv Ram Pande
Founding Team & CBO at BitSave
Ashutosh Gupta
Head of Strategy at Hunch
Shiv Ram Pande
Founding Team & CBO at BitSave
Dipayan Chatterjee
Full-stack Marketer