Co-Assist / RxComet
20% RTS↓
Read on Medium ↗
Building AI
Platforms &
Enterprise Systems.
I build AI platforms that close enterprise deals — $3M in agentic AI, GTM across 15+ markets, and the infrastructure tools that make both possible. IIM Udaipur MBA · SAFe POPM · Azure AI-900.
7.4yr
Product
experience
experience
$3M
Agentic AI
deal closed
deal closed
20%
RTS reduction
achieved
achieved
$4M
Pipeline
identified
identified
IIMU
MBA · Udaipur
SAFe POPM
SAFe POPM
"I'm an AI PM who ships — from a $3M agentic AI deal in US healthcare to enterprise cloud GTM across 15+ markets. I build the tools, write the strategy, and close the room."
01 — Projects
AI products I've shipped.
Client and employer work across agentic AI, enterprise cloud GTM, and data platforms. Personal builds are in Side Quests ↓
Azure AI Factory GTM
Capital Lifecycle Automation
Ford Pro — Dealer Advisor Platform
UK Luxury Hotel — Enterprise API PM
HARMAN — Remote Care Platform
Side Quests
Built outside work hours.
Personal builds, weekend projects, and self-initiated tools — proof of builder instinct beyond the job description.
Agentic AI · Next.js · Live App
Agentic Advisor — 4-Agent AI Stack Recommender
Describe a business requirement and 4 sequential AI agents run end-to-end: Discovery → Workload Profiling → Deployment Options (GPU knowledge base injected) → TCO analysis. Built with Next.js 14, Groq, Supabase, and real-time SSE streaming. Per-agent latency, token count, and cost observability on every run.
Next.js 14
Groq · llama-3.1-8b
Supabase
SSE streaming
GPU KB · TCO
🟢 Live — agentic-advisor.vercel.app ↗
01
AI Economics · Live Product
AI Advisor — From AI Workload to GPU
Live product at aiadvisor.co.in — describe your AI workload in 4 steps and get GPU recommendations, VRAM requirements, cloud cost breakdown, and full TCO analysis. Built from HCLTech presales tooling that identified a $4M pipeline.
GPU sizing
Token econ
TCO · CAPEX/OPEX
🟢 Live Product — aiadvisor.co.in ↗
02
AI Data Ops · Product Tool
Participant Lifecycle Management
End-to-end platform for managing AI model training data collection — participant recruitment, scheduling, consent, payments, and compliance. Built for Vision AI use cases requiring 5000+ hours of high-quality recordings.
AI Data Ops
Lifecycle mgmt
Compliance
v0
🟢 Live — v0-participant-lifecycle-tool.vercel.app ↗
03
EdTech · Consumer Product
Story Builder
Interactive story and vocabulary building tool — a consumer EdTech product prototype exploring AI-assisted language learning and narrative generation for young learners.
EdTech
AI storytelling
Consumer PM
v0
🟢 Live — v0-story-vocab.vercel.app ↗
04
AI Security · Open Source
GlassFix — AI Security Research Methodology
An open, reproducible AI security research methodology inspired by the publicly disclosed shape of Anthropic's Project Glasswing. Seven sequential phase prompts drive an auditable, evidence-traced workflow, built and validated with Claude Code.
Python
Claude Code
AI Security
Research Methodology
github.com/shantanu9/glassfix ↗
05
AI Evaluation · Claude API
AI PM Interview Evaluator
React app that evaluates AI PM interview answers in real-time using Claude API. Scores responses on frameworks, structured thinking, and depth. Built to sharpen my own interview prep — now a reusable tool.
React
Claude API
Anthropic
06
Fine-tuning · ML
Azure AI Factory Domain Fine-tune
Generated a domain-specific dataset for Azure AI Factory and ran QLoRA fine-tuning on Google Colab using Unsloth. Documented the full process — from data generation to eval — for AI Factory MaaS positioning use cases.
QLoRA
Unsloth
Colab
SFT
GGUF
07
Multi-agent · Assessment
8-Agent AI Assessment Simulator
Multi-agent system that simulates enterprise AI readiness assessments — generating maturity scores, gap analysis, and recommended Azure AI Factory deployment models. Built to accelerate enterprise AI discovery conversations.
8 agents
LangGraph
Maturity model
08
02 — Perspectives
How I think.
Hard-won opinions from shipping AI products in production — not theory, not benchmarks.
AI Strategy · Market Structure
The Real AI Market Battle Isn't About GPU Shortages
GPU scarcity isn't a coordinated strategy — it's a structural supply-demand mismatch. The real battle is about who captures the value generated by AI inference: frontier providers, enterprises building AI Factories, or the infrastructure layer in between.
Live · Read essay · 7 min
AI Architecture · Product
RAG vs Knowledge Graphs: the PM's real decision
Benchmarks will tell you RAG wins. Production will tell you it depends. When I designed Co-Assist for the US PBM client, we chose structured KG for regulatory lookup and RAG for clinical narrative. The architecture choice is a product tradeoff, not a tech preference.
📝 Essay coming soon on LinkedIn
AI Economics · Infra PM
GPU sizing is a product skill, not an infra skill
When a CIO asks "what will this cost?", the answer lives in token economics, VRAM constraints, and batch size — not in a vendor quote. I built the AI Advisor (aiadvisor.co.in) at HCLTech because no PM tool existed for this. It identified a $4M pipeline in 3 months and is now live as a public product.
📝 Essay coming soon on LinkedIn
Career · AI PM
Your best PM work is probably locked behind an NDA
The $3M agentic AI deal, the Ford Pro GCP migration, the UK hotel API strategy — none of it is publicly linkable. So I rebuilt the proof: open-source chatbot, sizing calculator, RFP configurator. The portfolio IS the signal. Client IP blocks showing, not building.
📝 Essay coming soon on LinkedIn
03 — Skills
What I bring.
Product Management
Roadmap & PRD
GTM Strategy
Agile / SAFe POPM
CXO Storytelling
OKR & Metrics Design
RFP & Business Case
Stakeholder Alignment
Offering Management
AI & Architecture
LangGraph / Agentic AI
RAG Architecture
Azure OpenAI / GPT-4o
Azure AI Foundry
Prompt Engineering
LLM Evaluation / RAGAS
Fine-tuning (QLoRA)
AI Governance
Technical & Domain
SAP S/4HANA
US Healthcare PBM
Azure Cloud / GCP
SQL & Analytics
Python · ML (sklearn)
React (prototyping)
GPU Infra Sizing
Enterprise SaaS
Certifications, Awards & Recognition
Certifications
SAFe POPM ✓
Azure AI-900 ✓
Azure AI-102 — in progress
Intro to ChatGPT & GenAI ✓
Awards
🏆 PS Innovation Award
Delivery Excellence Award
Extraordinaire Performance Award
ACE Award — Extra Mile
Competitions
🥇 Winner — SPJIMR Dexterity PM
🥈 Runner-up — SDA Bocconi Creazione
Publication
Big Data Analytics in E-Governance: A Review
04 — Career
The journey.
From SAP consulting to agentic AI product leadership.
"Shantanu got the story right — the integrated AIForce on AI Factory narrative was exactly what we needed for enterprise positioning."
"Led the $3M agentic AI deal end-to-end — from RFP through architecture approval to production delivery. PS Innovation Award recipient."
AI Product Manager — GTM & Offering Strategy
HCLTech · Hybrid Cloud Business Unit · Noida
- Identified $4M pipeline opportunity through AI Force discovery engagements across enterprise accounts
- Contributed to $0.25M Azure legacy modernization deal conversion via GTM collateral and presales enablement
- Capability lead for Azure AI Factory and AIForce on AI Factory — offering strategy, roadmap, and commercial packaging
AI Product Manager — Multi-Domain
Publicis Sapient · Noida
- Drove $3M agentic AI MVP deal (Co-Assist/RxComet) for US Healthcare PBM — 20% RTS reduction, 25% cost savings, 12-month extension, PS Innovation Award
- Designed Generator–Validator agentic framework (LangGraph + Azure OpenAI); secured Enterprise Architecture & AI Review Board approval
- Data TPM for Ford Pro Dealer Advisor — led GCP migration (Teradata→BigQuery, MSSQL→Cloud SQL), improving data architecture resilience
- Enterprise API PM for UK luxury hotel chain — created API strategy, roadmap, and functional requirements for digital transformation initiative
Deputy Manager — Product Management
ABP Network · Digital Media · Noida
- Led product strategy and roadmap for ABP Live premium subscription across 10+ languages
Product Marketing Manager
Unstop · Delhi
- Discovered 20+ product features via user interviews, competitive analysis, and journey mapping
- Drove development of Resume Builder and Artefact Management products using Figma, Google Analytics, PRD
Product Manager — Platform Growth
HARMAN International · Udaipur
- Conducted in-depth research on remote care platform and healthcare industry — competitive analysis, market research, customer journey mapping across payer, provider, and patient personas
- Delivered application audit, pricing structure recommendations, and platform enhancement roadmap
MBA — Indian Institute of Management, Udaipur
IIM Udaipur · GPA 3.32/4
- Co-Convener & Founder — Aadhunik: The Digital Summit · 50K+ impressions, 2000+ registrations
- Winner — SPJIMR Dexterity PM Competition · Runner-up — SDA Bocconi Creazione
Product Owner — Enterprise Automation
Accenture · Noida
- Generated $0.8M OpEx savings through Capital Lifecycle Automation (CLAP) with zero production issues · Promoted to Senior Analyst
- Enhanced HR timesheet efficiency by 80% and improved customer satisfaction by 20% through Fiori dashboard delivery
- SAP PM/Maximo integration for Oil & Gas client — modules: SAP PM, PS, OpenText, FI-AP
- Multiple ACE Awards including Extra Mile Award · Delivery Excellence Award
Consultant & ML Trainee — EAM Product Owner
Wipro · Pune
- Product Owner for SAP Work Order Manager (Fiori) — integrations across SAP PM, CS, CRM, FI, SD, Maximo, PowerPlan
- Reduced testing effort by 80% via RPA automation across Work Orders, Procurement, and Sales Orders
- ML foundations: ensemble learning, PCA/LDA, regression models, association rule mining — all implemented in Python
Service Validation Engineer / Assistant Manager
Reliance Jio · Gurgaon
- Quality Analyst for Jio applications — issue identification, resolution, and delivery sign-off for JioPhone
- Led branding and marketing of JioPhone launch across Delhi-NCR · Business sign-off for Jiofication of The Oberoi, New Delhi
B.Tech — Computer Science & Engineering
JSS Academy of Technical Education · AKTU · 71.92%
- Foundation in software engineering, systems design, and CS fundamentals
- Published: "Big Data Analytics in E-Governance: A Review"
Senior AI PM · Available Dec 2026
Let's build the
next AI platform.
Let's talk about building the next generation of AI products. Noida / remote.