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MessIT – Digital Dining Platform
Led product development of MessIT, a digital dining platform adopted by 10,000+ students, replacing manual mess-menu processes with a seamless digital experience.
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 Aditya, 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
2+Years Experience•
50K+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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BunkBuddies – Roommate Matching Platform
Drove end-to-end launch as Project Lead of the university's first roommate matching platform, gaining 1,250+ users on launch day.
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AI-Powered WhatsApp Patient Navigator
Deployed an AI-powered WhatsApp navigator using NLP models to automate end-to-end patient guidance for a secondary consultation platform serving 500+ patients/month, reducing wait times by 15%.
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Agentic AI Platform – Cybersecurity SMB Navigator
Led GenAI product analysis and feature discovery for an Agentic AI platform helping SMBs navigate 9,000+ cybersecurity solutions, while implementing coordination processes that improved engineering development throughput.
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NTPC Jyoti – Enterprise AI Chatbot
Co-developed NTPC's Enterprise AI chatbot 'Jyoti', enabling fast and secure enterprise data access for 20,000+ employees at India's largest power utility company.
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StudyHub! All-in-One Academic Resource Platform
Built a centralized academic platform aggregating study resources across 6+ engineering departments, simplifying access to notes, materials, and exam prep content.
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Creator Tool – Scalable Content Platform
Built backend architecture for a creator tool, leveraging AWS EC2 and S3 to enable scalable content storage and improve system reliability for high user traffic.
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Social Jumbos – Event & Community Platform
Designed and built Social Jumbos, a campus-focused platform enabling students to discover, organize, and participate in events with an integrated messaging system, university-specific spaces, and secure institutional login and verification.
Concept / In Development
FoldPack Handle – Portable Load Distribution Solution
Designed and developed FoldPack Handle, a compact, ergonomic load-distribution solution with an integrated reusable bag, improving carrying comfort and targeting urban grocery users.
My Journey
The path of building, scaling, and reimagining products
Operations Manager
ProdX- Product Collective
- •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
Product Manager Intern
Value Aligners
- •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
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.
Experience & Credentials
Companies · Institutions · Certifications · Awards
Wall of Love
Feedback from colleagues and collaborators
Priyanka Joshi
Growing Jarurat Care Foundation | Macro Investable Indices at JP Morgan | IIT Madras
Sam H Liggero
Ex-Corporate VP & Program Fellow at Polaroid Corporation
Priyanka Joshi
Growing Jarurat Care Foundation | Macro Investable Indices at JP Morgan | IIT Madras
Sam H Liggero
Ex-Corporate VP & Program Fellow at Polaroid Corporation
Hamid Sha
CEO, Value Aligners | Agentic AI cybersecurity for SMB's