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VIKAS9793/README.md

👋 Hi there, I'm Vikas Sahani

Vikas Sahani - AI Product Manager



Portfolio LinkedIn Email

Vikas Sahani

🎯 AI Product Manager | 🏗️ ML Systems Architect

💼 Current Role: Virtual Relationship Manager @ Aditya Birla Capital
💰 Portfolio: ₹100 Crores+ Assets Under Management
🎓 Education: BSc Botany → Finance → AI Product Leadership
📍 Location: Mumbai, Maharashtra, India

🎯 Mission:
Building accessible AI products for underserved markets with measurable business impact

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Tip

Open to AI Product Manager opportunities. Building production-ready AI products with measurable business impact. View Portfolio | Connect on LinkedIn


🚀 Professional Snapshot

🎯 Product Strategy

End-to-end AI/ML product development from ideation to GTM execution

95% Product-Market Fit Score

🏗️ Technical Depth

Production-ready architectures with LangChain, RAG, and foundation models

90% Code Coverage Standard

📊 Business Impact

₹100Cr+ AUM | 10% diversification boost via AI analytics

15% YoY Growth

🌍 Social Mission

Offline-first AI for underserved communities and rural markets

$12B TAM Addressed


🏆 Featured AI Product Portfolio

**India's First Sovereign Document Intelligence Platform**

FastAPI React PaddleOCR

Modular DPDP HITL

🎯 Product Vision: Sovereign-by-design AI for government departments, 100% offline
💡 Innovation: Zero cloud dependencies, DPDP Act 2023 native governance
📊 Market Stage: Pilot-ready, District Collector deployment approved
🔧 Features: 95-98% OCR accuracy, Human-in-the-Loop review, modular scale (SQLite→PostgreSQL)

📈 Impact: Protecting citizen data sovereignty for 1B+ Indians

AI-Powered Character Consistency Platform

Gemini FastAPI Docker

Prompt Studio Fusion

🎯 Product Vision: Solving critical character consistency in AI-generated imagery
💡 Innovation: Deterministic "Prompt Protocol Engine" for reproducible outputs
📊 Market Stage: Validation phase with creative professionals
🔧 Features: Multi-model fusion, progressive enhancement, version control

Privacy-First MSP Analytics Platform

Python PostgreSQL React

MRR Enterprise Services

🎯 Business Impact: $12B serviceable addressable market (SAM)
⚙️ Tech Stack: Python, FastAPI, Pandas, SQLAlchemy, TimescaleDB
📈 GTM Strategy: Product-led growth with freemium model
💰 Projections: $1M ARR target in Year 1

Offline Agricultural AI Assistant

Gemma LangChain ChromaDB

RAG Voice P2P

🌾 Mission: AI-powered advisory for Indian farmers in low-connectivity regions
📱 Innovation: 100% offline operation with local RAG and P2P knowledge sharing
🎯 Target Market: 150M+ rural farmers with limited internet access
🔧 Architecture: On-device inference, local vector DB, mesh networking

AI-Powered Technical Interview Platform

Google ADK Gemini A2UI

Tech HR Edu

🎯 Achievement: Multi-agent system with A2UI web interface (v4.7)
🔒 Architecture: Google ADK + A2A-ADK Bridge + Gemini 2.5 Flash
💼 Features: 6 specialist sub-agents, adaptive questions, code analysis
🏢 Enterprise Ready: Cloud Run deployment, session persistence

Stars Forks

Offline-First Educational Platform

React TypeScript PWA

Offline Voice NCERT

🌾 Mission: Democratizing quality education for rural India with 100% offline operation
📱 Innovation: Voice-first interface with Hindi/English support, WCAG 2.1 AA compliant
🎯 Target Market: 150M+ students in low-connectivity regions, 10M+ disabled learners
🔧 Architecture: PWA with IndexedDB, Service Workers, Web Speech API, <200MB footprint


💼 Professional Journey

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timeline
    title Career Evolution: Finance → AI Product Leadership
    2021 : Banking Sector Entry
         : Relationship Management
         : Client Portfolio Building
    2022 : Senior RM Promotion
         : 80+ HNI Clients
         : 15% Above Target
    2023 : AI Transition Begins
         : IBM AI PM Certification
         : First AI Project Launch
    2024 : Aditya Birla Capital
         : ₹100Cr+ AUM Management
         : AI Product Portfolio
    2025 : AI Product Leadership
         : 4 Production Projects
         : Google & DeepLearning.AI Certs
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🏢 Current: Aditya Birla Capital
Virtual Relationship Manager
2024 - Present

📊 Key Achievements:

  • Manage ₹100 crores+ diversified portfolio
  • 10% increase in diversification via AI analytics
  • 25% efficiency boost through AI tool integration
  • Built internal AI-powered client insights dashboard

🏦 Previous: Banking Sector
Senior Relationship Manager
2021 - 2024

📈 Key Achievements:

  • 80+ HNI client portfolio management
  • 15% exceed acquisition goals (3 consecutive quarters)
  • 20% YoY AUM growth through strategic advisory
  • Pioneered data-driven client segmentation

🛠️ Technical Arsenal

Core Technology Stack



Category Technologies Proficiency
🤖 AI/ML
📊 Product
☁️ Cloud
🔧 Backend
📱 Frontend
🗄️ Data

🎯 Product Management Framework

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flowchart TB
    Start([🎯 Problem Discovery]) --> Research[📊 User Research]
    Research --> Strategy[🏗️ Product Strategy]
    Strategy --> Tech[⚙️ Technical Architecture]
    Tech --> Sprint[⚡ Agile Development]
    Sprint --> MVP[🚀 MVP Launch]
    MVP --> Metrics[📈 KPI Tracking]
    Metrics --> Optimize[🔄 Growth Optimization]
    Optimize --> Iterate{Continue?}
    Iterate -->|Yes| Research
    Iterate -->|Scale| Scale[💰 Market Expansion]
    
    style Start fill:#FFB6C1,stroke:#2C3E50,stroke-width:2px,color:#2C3E50
    style Research fill:#87CEEB,stroke:#2C3E50,stroke-width:2px,color:#2C3E50
    style Strategy fill:#98FB98,stroke:#2C3E50,stroke-width:2px,color:#2C3E50
    style Tech fill:#FFEAA7,stroke:#2C3E50,stroke-width:2px,color:#2C3E50
    style Sprint fill:#DDA0DD,stroke:#2C3E50,stroke-width:2px,color:#2C3E50
    style MVP fill:#98D8C8,stroke:#2C3E50,stroke-width:2px,color:#2C3E50
    style Metrics fill:#B8E0D2,stroke:#2C3E50,stroke-width:2px,color:#2C3E50
    style Optimize fill:#FFD3B6,stroke:#2C3E50,stroke-width:2px,color:#2C3E50
    style Iterate fill:#FFCCE5,stroke:#2C3E50,stroke-width:2px,color:#2C3E50
    style Scale fill:#A8E6CF,stroke:#2C3E50,stroke-width:2px,color:#2C3E50
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Core Product Principles

🎯 Impact-First

Build for underserved markets with measurable social and business outcomes

📊 Data-Driven

Every decision backed by KPIs, OKRs, and user analytics

🔄 Agile Execution

Sprint-based delivery with continuous stakeholder alignment

💡 Technical Depth

Product strategy combined with hands-on architectural expertise


📊 GitHub Analytics & Contribution Insights

GitHub followers GitHub stars

Profile Views


💼 Enterprise Simulation Portfolio

Company Role Key Skills Deliverables
Electronic Arts Mobile Gaming Analytics Product Analytics, A/B Testing, KPI Definition Feature Roadmap, Monetization Strategy
JPMorgan Chase Software Engineering Java, Kafka, System Architecture Real-time Pipeline, Performance Report
AWS Solutions Architecture Cloud Design, Cost Optimization, Security Scalable Web App, Infrastructure-as-Code


🏅 Certifications

Certification Issuer Date Verification
5-Day AI Agents Intensive Course Kaggle / Google Dec 2025 Verify
Google People Management Essentials Google / Coursera Dec 2025 Verify
Generative AI Leader (5 Courses) Google Cloud / Coursera Dec 2025 Verify
IBM Product Manager (7 Courses) IBM / Coursera Oct 2025 Verify
Introduction to User Experience Design Georgia Tech / Coursera Oct 2025 Verify
Machine Learning O.P. Jindal Global University / Coursera Aug 2025 Verify
Google AI Essentials (5 Courses) Google / Coursera Aug 2025 Verify
Google Project Management (7 Courses) Google / Coursera Aug 2025 Verify
Generative AI Software Engineering (4 Courses) Vanderbilt University / Coursera Aug 2025 Verify
Introduction to Generative AI for Software Development DeepLearning.AI / Coursera Dec 2025 Verify

🚀 Current Focus & 2025 Roadmap

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timeline
    title 2025 Product Development Timeline
    section Q1 2025
        CharacterCraft Pro : Market Validation
                           : Beta User Acquisition
                           : Product-Market Fit Testing
        MoatMetrics : MVP Development Complete
                    : Beta Launch Preparation
                    : Early Adopter Outreach
    section Q2 2025
        CharacterCraft Pro : Public Launch
                           : Marketing Campaign
                           : Revenue Generation
        KrishiSahayak : Field Testing Phase
                      : Rural Deployment
                      : Partnership Building
    section Q3 2025
        Enterprise AI Platform : Development Start
                               : Technical Architecture
                               : Pilot Customer Acquisition
        Multi-language Support : Expansion to 5 Languages
                               : Localization Framework
    section Q4 2025
        Market Leadership : Consulting Services Launch
                          : Industry Conference Speaking
                          : Open-source Framework Release
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Quarterly Objectives

## 🌟 What Sets My Work Apart

Comparative Advantage Framework

Product Milestones:

  • ✅ CharacterCraft Pro - 500+ Beta Users
  • 🔄 MoatMetrics - MVP Launch
  • ⏳ KrishiSahayak - Technical Validation

Key Metrics:

  • 15% WoW user growth
  • 85% user satisfaction score
  • 3 enterprise pilot contracts

Product Milestones:

  • 🚀 Public Launch - CharacterCraft
  • 🌍 Multi-language Support
  • 🤝 Rural Tech Partnerships

Key Metrics:

  • $50K MRR target
  • 5,000+ active users
  • 3 strategic partnerships

Product Milestones:

  • 💼 AI Consulting Services
  • 📚 Open-source Frameworks
  • 🎤 Industry Thought Leadership

Key Metrics:

  • $200K ARR across products
  • 10+ conference talks
  • 20K+ community followers
🚫 Traditional Approach ✅ My AI Product Strategy

🎭 Feature Factory Mindset

Building features without validation or business impact measurement

🎯 Problem-First, Solution-Agnostic

Deep user research, validated business impact, measurable KPIs driving every decision

☁️ Cloud-Only Deployment

Assumes high-speed internet, excludes 60% of global population from access

📱 Offline-First, Accessible Design

100% offline operation, P2P knowledge sharing, low-resource optimization

🤖 Generic AI Integrations

OpenAI API wrappers with no domain-specific optimization or technical depth

🔬 Domain-Specific Technical Depth

Custom RAG pipelines, fine-tuned models, deterministic protocols, production architecture

🎨 Prototype Demonstrations

Beautiful demos that break in production, no consideration for scale or deployment

🏗️ Production-Ready MVP Delivery

Docker-based deployment, CI/CD pipelines, monitoring, security hardening, documentation

📊 Standard GTM Strategies

Target already-served markets with well-funded competitors and marginal differentiation

🌍 Underserved Market Penetration

Rural farmers, MSPs, emerging markets - $12B+ TAM with minimal competition

💼 Pure PM or Pure Engineer

Either strategic with no technical depth, or technical with no business acumen

🎯 Product + Technical Execution

End-to-end ownership: strategy, architecture, implementation, GTM, growth

Core Differentiators

🎯 Unique Background

Finance (4 years) → AI Product

Rare combination of business acumen + technical execution

🌍 Social Impact Focus

Building for the 60% underserved by mainstream tech

Mission-driven, profit-sustainable model

🏗️ Technical Credibility

Not just strategy docs - I build, deploy, and maintain production systems

📊 Metrics-Driven

Every feature tied to KPIs, every sprint measured, every decision data-backed


🤝 Open Source Philosophy & Contributions

Open Source Commitment

🌍 Democratizing AI

Making AI accessible through open-source tools and educational content

📚 Knowledge Sharing

Helping PMs transition into AI product roles through documentation & guides

🤝 Community Building

Active in AI/ML communities, mentoring aspiring product managers

Contribution Areas


📱 Connect & Collaborate


💡 "Product Strategy + Technical Execution = Scalable AI Solutions"

🚀 Thank you for visiting! Open to collaboration, mentorship, and building impactful AI products together! 🌟


Last Updated: September 2025 | Built with ❤️ and AI | Licensed under MIT

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