GG / PORTFOLIO — V3

Product thinking meets
AI strategy.

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GG / PORTFOLIO — SENIOR PM & AI STRATEGIST

Designing systems across architecture, enterprise software, and AI.

Building at the intersection of product thinking and machine intelligence. From B.Arch to AI strategy — every layer deliberate.

8+Years in product
7B2B SaaS shipped
5,000+Enterprise users
30+Initiatives delivered

Professional Trajectory & Strategic Output

Experience & Work

Independent

Independent AI Product Builder

Jun 2025 – Present Jaipur

Shipped 5 full-cycle product case studies across B2B SaaS, quick commerce, consumer AI, and health tech. Awarded 3rd place at Rethink AI-First Buildathon. Built and maintain a personal Telegram AI assistant (28+ commands, 5 daily automations). Earned CSM, CSPO, and Mastering AI Product Management (Rethink, 2026).

JindalX

Sr. Product Manager & AI Strategist

Jun 2022 – May 2025

Owned a portfolio of 7 B2B SaaS products across 16 enterprise clients and 5,000+ users — AI-powered talent management, performance evaluation, knowledge management, CRM, HRMS, quality auditing, and BI. Delivered 30+ digital transformation initiatives.

Performance Management Platform (Xcellence)

AI-powered performance management deployed to 5,000+ employees across 16 enterprise clients — built solo on a no-code + GenAI stack. 60% less manual review, 15 FTEs saved.

AI / MLENTERPRISE SAASView details →

AI Talent Management Suite

GenAI hiring workflows — screening, JD generation, job matching — rolled out to 200+ hiring managers. 50% faster hiring.

View details →

Knowledge & Learning Platform (Insight)

AI-powered knowledge base and L&D platform for 5,000+ employees — intelligent search, chatbot integration.

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Quality & Auditing Platform (AQUA)

Cloud-based quality auditing and compliance platform with enterprise-wide governance and UAT.

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BI Platform (Jx Data Cloud)

Unified data warehouse with Power BI dashboards and automated KPI alerts — HIPAA-compliant for US clients.

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HR Management System (Touchpoint)

Purpose-built HRMS for 5,000+ floating BPO agents — shift scheduling, payroll, multi-state compliance, ERP integration.

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CRM & Auction Platform (AuctionIT)

End-to-end auction lifecycle and CRM management — UX redesign drove 30% transaction growth.

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OneValley

Product Manager

Sep 2020 – Jul 2022

Owned product strategy and roadmap for Passport (B2C founder platform) and PassportOS (B2B SaaS) serving accelerators, universities, and banks. Contributed to Entrepreneurship World Cup platform across 200+ countries.

PassportOS — Startup Ecosystem Platform

B2B SaaS for accelerators, universities, and banks — requirements, sprint delivery, and KPI reporting across enterprise clients including Queens University.

B2B SAASGLOBAL PLATFORMView details →

Passport — Founder Platform

B2C platform for startup founders — roadmap planning, feature delivery, and KPI tracking across a global user base.

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Entrepreneurship World Cup

Global program platform across 200+ countries — application intake, judging workflows, multi-stakeholder coordination.

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Taccomacco Edutainment

Co-Founder & COO

Jul 2017 – Sep 2020

Co-founded digital content platform from 0→1. Launched Android & iOS apps, shipped 500+ digital titles in 6 months. Ran creator incubation program — mentored 6+ creators from concept to published product.

Mobile Reading App — Android & iOS

B2C subscription reading app taken from concept to launch on Android & iOS — pricing, content architecture, and go-to-market owned end-to-end.

0→1 BUILDEDTECHView details →

Creator Publishing Dashboard

Internal CMS and publishing infrastructure — enabled 500+ digital titles in 6 months.

View details →

Creator Incubation Program

Mentored 6 creators from idea to published product — editorial frameworks, YourStory coverage.

View details →
RSP Design Consultants

Design Manager — Architecture

Sep 2014 – Jun 2017

Managed 40+ architectural projects across IT, healthcare, and institutional sectors. 95% client retention, 25% delivery time reduction. Systems thinking and delivery discipline — foundational to product work.

Institutional Architecture Portfolio

40+ projects across IT, healthcare, institutional sectors. The systems thinking discipline that underpins all product work.

ARCHITECTUREDELIVERYView details →
Years Active8+
B2B SaaS Products7
Enterprise Users5,000+
Initiatives Delivered30+

Projects

Case studies and personal builds — product thinking applied.

01
Vittam: See Your Family’s Money on One Page
Case Study Personal Build PWA
Live
02
SitelineCRM — Capture Sales Data Where the Conversation Already Is
Case Study B2B SaaS AI
Live
03
Vitae — Health Records, Finally Understood
Case Study Health Tech AI
Live
04
Personal AI Assistant — A Personal AI OS
Case Study AI Open Source
Open Source
05
Blinkit Command Hub — Peak-Hour Decision Support
Case Study Quick Commerce
Live
06
Rethink CRM — Conversation-First Sales Tool
Case Study B2B SaaS AI
Concept
07
Group Travel Planning Platform
Case Study Consumer AI
Concept
08
YouTube 2.0 — Fixing Long-Form Discovery
Case Study Consumer Media
Concept
09
Portfolio Website — This Site
Personal Infra JS
Live
10
GWS CLI — Google Workspace Terminal Tool
Personal Dev Tooling
Open Source
11
Personal Homelab Server — Self-Hosted Infrastructure
Personal DevOps Infra
Active
12
PM Pathfinder — RAG Chatbot on a Self-Deployed Vector DB
Case Study AI RAG
Live
13
AI vs Human Capital — ROI Counterfactual Simulation
Personal Data Python
Live

Thirteen builds, nine domains. Look across them and the same capabilities keep recurring — retrieval systems, self-deployed infra, simulation engines, agentic automation.

The Build Record

Capabilities, with the projects that prove them — across industries I’ve shipped in and domains I’m building in now.

Shipped Across

Health Tech Quick Commerce EdTech / Careers B2B SaaS Consumer Media Travel Enterprise / BPO Econ Research Architecture / AEC

Now Building

○ Personal Finance ○ Assessment / Exam Prep ○ L&D / Learning
01

AI & Retrieval

  • Self-deployed pgvector DB — IVFFlat index, hand-written match_chunks()
  • Manual SSE streaming over raw REST
  • 3072-dim embeddings · archetype-filtered retrieval
  • RAG pipeline design
  • Prompt engineering
  • Claude / Gemini APIs
Proven in:PM Pathfinder
02

Applied AI Pipelines

  • OCR → structured-record pipeline (Gemma multimodal → Claude)
  • Confidence-scored field extraction
  • Conversation-first AI CRM
  • Plain-language generation
  • 429 fallback model pools
03

Agentic Automation

  • Telegram keyword-router + Claude freetext (28+ commands)
  • 10 system integrations · 5 daily automations
  • Gmail / Calendar CLI tooling
  • n8n workflows
  • Webhook routing · cron jobs
04

Data & Simulation

  • Cited-coefficient simulation engine
  • Confidence-floor propagation through effect chains
  • Python pure-function core + contract-tested TS port
  • SQL & analytics · funnel / cohort
  • Real-time ops decision support
05

Infra & Product Eng

  • IaC homelab — Docker / Vault / Ansible / Prometheus
  • Supabase Auth + Row-Level Security
  • PWA service workers · zero-dependency panel SPA
  • Reverse proxy / DNS
  • CI-less static deploys · observability
Proven in:Homelab·Vitae·This site
06

Product Craft

  • Discovery & roadmapping
  • Go-to-market
  • OKRs & prioritization
  • Agile / Scrum (CSM & CSPO)
  • Stakeholder mapping
  • Cross-functional delivery
  • B.Arch systems-thinking
  • UX research
8+Years
30+Initiatives
7Products
5,000+Users

Product Principles

The manifesto for strategic logic — 7 principles, one capstone

I approach product work the way an architect approaches a building — first understand the forces acting on the system, then design the structure. Features are load-bearing walls, not decoration.

01

Purpose Before Aesthetics

Define what the artifact must prove before any visual choice is made. Form follows function — a rule I learned drawing buildings years before I wrote my first PRD.

02

Systems Thinking First

Features are the visible 10%. The system underneath — data flow, decision rights, escalation paths — is the 90% that decides whether a feature ships value or noise. Design for the ripple, not the splash.

03

Complexity Is Failure

If users need training, the design failed first. Don’t pretend the problem is simple — make complexity navigable. The best interfaces expose the right three of the fourteen edge cases, deliberately.

04

Build For the Constraint

Site, brief, code, budget — five years of architecture taught me constraints don’t limit the design, they are the design. Same rule in software: the constraint is the brief.

05

Build for the 6 PM Manager

Enterprise software is judged at peak load, not in demos. Three years shipping BPO platforms to 5,000+ users taught me: every screen must answer one question someone needs at 6 PM on a Tuesday, under pressure, with no time to think.

06

Ship to Learn

The first version is a question. I don’t just write PRDs — I ship working prototypes and let the data answer. Three are live in production today. Iterate relentlessly.

07

Capstone Principle

The Inevitability Test

If the design language could be transplanted to a different product without feeling wrong, it was imposed, not derived. Every choice must be earned. I learned this critiquing buildings — it holds for every product surface since.

Section 01 / Education

Academic
Foundations

REF_01

Bachelor of Architecture (B.Arch)

MNIT Jaipur

PERIOD: 2009 — 2014

Foundation

5 years studying how systems serve human needs at scale — spatial logic, load paths, site constraints — the same discipline that shapes product architecture thinking today.

SYS_STATUS: VERIFIEDDATA_SYNC: ACTIVE

Section 02 / Certifications

Technical Protocol Proficiency

[ 13 ]
2026

Mastering AI Product Management, Cohort 7

Rethink Systems

3rd Place — Rethink AI-First Buildathon

Rethink AI (10-day build sprint)

2025

Certified Scrum Master (CSM)

Scrum Alliance

Certified Scrum Product Owner (CSPO)

Scrum Alliance

Essentials Automation Certification

Automation Anywhere

2024

Airtable Admin Certification

Airtable

Airtable Builder Certification

Airtable

Learning Power BI Desktop

LinkedIn Learning

2023 & Earlier

Lean Certification

JindalX

Applied Data Science with Python (Level 2)

IBM / Cognitive Class

SQL for Data Analytics & Business Intelligence

Udemy

Google Analytics Certified

Google

Product Management Professional Certificate

Udemy

Available for Senior PM / AI Strategy Roles

Get in Touch

If you're building something ambitious at the intersection of product and AI — or want to talk systems thinking, architecture, or PM strategy — I'd like to hear from you.

Jaipur, India — Open to Relocation and Remote roles

Domains: Enterprise SaaS / Edtech / Fintech / Quick Commerce