Nadeem Bagban

·Available

I take AI from
strategy to delivery —
and keep it governed
along the way.

I build AI platforms, lead enterprise delivery programs, and help organisations close the gap between what AI promises and what it actually ships — safely, on time, within cost.

74+
Production deployments
90%
On-time delivery
10+
Years in tech
60%
Feature adoption lift
<20%
AI cost of revenue
40%
Overhead reduced
250+
Books commissioned
65%
Platform adoption
6
Countries collaborated
Pattern recognition

Pattern recognition
over time.

Ten years across publishing intelligence, EdTech platforms, and AI-native SaaS. It started at Packt — evaluating 150+ technical book proposals, making early calls on LLVM, cloud-native, and ML tooling that held up commercially for years.

From there: leading digital transformation for 800+ learners at GS Mentors, cutting operational overhead by 40% through automation. Then building an adaptive learning engine from 0→1 at Prepdiary — growing adoption from 30% to 65% through ML personalisation and A/B testing.

Most recently at SkillUp Exchange — owning AuthPlat end-to-end. Not as a PM handing off to engineers, but as the person who conceived it, drove 74 production deployments, designed the AI governance stack, and kept AI spend under 20% of revenue.

"The roles that interest me sit at the intersection of AI delivery, enterprise governance, and regulated operations."

800+
Learners migrated to cloud LMS
40%
Operational overhead reduced
90%
On-time delivery across all sprints
Certifications

Eight credentials.
Three domains.

AI/ML, product management, and data engineering — each verified, each applied in production.

Machine Learning Specialization
AI/ML
Machine Learning Specialization
Stanford · Coursera
AI Product Management Specialization
Product + AI
AI Product Management Specialization
Duke University · Coursera
Certified Scrum Product Owner
Agile
Certified Scrum Product Owner
Scrum Alliance
SnowPro Associate · Platform
Data
SnowPro Associate · Platform
Snowflake
Data Ingestion & Delivery
Data
Data Ingestion & Delivery
Snowflake Northstar
Snowpipe Streaming
Data
Snowpipe Streaming
Snowflake Northstar
Cortex Analyst
AI/ML
Cortex Analyst
Snowflake Northstar
Deep Learning Specialization
AI/ML
Deep Learning Specialization
DeepLearning.AI
Expertise

Six lenses.
One mind.

The most useful product people aren't specialists. They're generalists with depth — able to move between domains without losing rigour.

01
Artificial Intelligence

Not as a buzzword — as a delivery problem. I've built AI governance stacks, designed LLM-based workflows, and kept AI spend accountable to revenue. I know what it costs when AI is ungoverned, and how to build the guardrails without slowing the product down.

02
Product Strategy

Ten years of making calls on what to build, what to kill, and what the market will reward in 18 months. From commissioning books on LLVM before it was mainstream, to building 0→1 SaaS products — I've learned that strategy is pattern recognition with stakes.

03
Market Intelligence

I spent years reading technology signals before they became headlines — evaluating 150+ book proposals across AI/ML, cloud, and data, making early calls on LLVM, Kubernetes, and ML tooling that held up commercially for years. I read markets the way engineers read logs.

04
Platform Engineering

I've shipped production platforms — not as a bystander, but as the person writing specs, unblocking engineers, and owning the deployment. I know what happens when the build breaks at 11pm.

05
Governance & Policy

The part most PMs skip. I've designed input/output controls for AI systems, built cost governance into product architecture, and ensured audit trails exist before regulators ask for them. In AI, governance isn't a constraint — it's the competitive advantage.

06
Global Delivery

I've worked with authors, engineers, and stakeholders across the US, UK, Germany, Italy, Argentina, and Australia. Different timezones, different working styles, different expectations of what "done" means. I've learned to keep delivery coherent across all of it.

Experience

A decade of systems.
One through-line.

Chronological order. Company names available on request.

~2.5 yrs
Lead Technical Editor → Commissioning Editor → Acquisition Editor

Evaluated and commissioned 150+ technical titles across AI/ML, Web, Cloud, and Data engineering. Built evaluation frameworks that mapped technology signals to commercial demand. Early calls on ML, LLVM, Kubernetes tooling that held up for years.

Tech PublishingMarket ResearchAI/MLCloud
~4 yrs
Program Manager — Digital Transformation

Led end-to-end migration of 800+ learners from offline to cloud LMS. Designed workflow automation that cut operational overhead by 40%. Rebuilt onboarding flows using user research, reducing drop-off by 15%.

EdTechLMSOpsAutomation
~3 yrs
Product Manager

Built an ML-based adaptive learning engine from 0→1. Grew platform adoption from 30% to 65% through personalisation, A/B testing, and analytics built from scratch. Designed the full AARRR instrumentation.

EdTech SaaSMLA/B Testing0→1
~1 yr
Head of Program Management

Owned AuthPlat end-to-end — an AI-assisted authoring platform for authors and publishers. Designed the AI governance stack. Led cross-functional teams across 74 production deployments. AI spend held under 20% of revenue. 90% on-time delivery.

AI PlatformNext.jsSupabaseStripeGovernance
Present
Product Management Consultant

Advising on AI/ML product roadmaps, commissioning strategy, and go-to-market execution for a technical publisher. Independently building Preplytica — an AI-powered UPSC preparation platform covering all three exam stages.

AI AdvisoryPublishingIndependent
Projects

Selected work.

Five products across publishing, EdTech, and AI-native SaaS. Each one shipped.

Publishing · Research
Technical Publishing Intelligence
150+ titles · LLVM Essentials

Technical publishing relied on instinct and relationships — there was no systematic framework for evaluating whether a proposed book had market legs, and weak proposals were slipping through while strong ones got lost.

Market ResearchContent StrategyAI/MLCloudPublishing
Platform Operations · EdTech
LMS Digital Transformation
800+ learners · 40% overhead cut

A coaching institution with 800+ learners was running entirely on offline infrastructure — physical materials, manual scheduling, zero data on what was working.

LMSDigital TransformationEdTechCloudOps
EdTech SaaS · AI/ML
Adaptive Learning Engine
30% → 65% adoption

An EdTech platform had content but no intelligence.

EdTechMLA/B TestingAnalyticsPersonalisation0→1
AI SaaS Platform
AuthPlat
74 deployments · <20% AI cost

A dual-sided SaaS product serving authors and publishers had no coherent AI layer — content review was manual, billing was fragile, and every deployment was a risk event.

Next.jsSupabaseClaude APIStripeAI Governance0→1
AI Prep PlatformIn Progress
Preplytica
Live · preplytica.com

UPSC preparation is expensive, generic, and stuck in outdated formats.

Visit preplytica.com
Next.jsSupabaseAIEdTechUPSC0→1
Writing

Questions worth
sitting with.

Not hot takes. Things I've been thinking about long enough to write down.

01
AI ProductJanuary 2026
Why Most AI Features Fail in EdTech — and How to Fix Them
At SkillUp, we shipped a chapter and outline feedback feature powered by Claude. It failed — not because the model was bad, but because the prompts we gave it were. That distinction matters more than most EdTech teams realise.
5 min read
02
Generative AIFebruary 2026
What Is MCP — and Why It Matters for Anyone Building with AI
AI agents have been promised for years. MCP is one of the first pieces of infrastructure that makes them buildable outside of a research lab. Here's what it is, why it exists, and what it means for anyone building AI products.
7 min read
03
Governance & PolicyMarch 2026
The AI Governance Mistake Nobody Talks About
Enterprise AI governance conversations focus on model outputs — hallucinations, bias, accuracy. Almost nobody is asking the more urgent question: what confidential data is leaving your organisation every time someone pastes something into ChatGPT?
5 min read
04
Product ManagementApril 2026
Roadmap Prioritisation Frameworks That Actually Work
Every PM learns RICE in their first week on the job. Most use it wrong for the next decade. Prioritisation frameworks are not decision-making tools — they're communication tools. Understanding that distinction changes everything.
6 min read
05
Product ManagementMay 2026
How to Do Market Research Before Building AI Products
I spent years at Packt evaluating whether technical books had a market before commissioning them. The discipline I developed there — reading signals before they become obvious — is the same discipline most AI product teams are missing.
6 min read
06
CareerJune 2026
What 10 Years in Technical Content Taught Me About Product Management
I spent nearly a decade commissioning and managing technical publications before moving into product management. People assume the transition was a leap. It wasn't. It was a translation.
4 min read
Testimonials

What colleagues say.

"

Ambitious, level-headed, smart, analytical, assertive, problem-solver. He has shown tremendous growth — one of the very few people who have managed to work across three different roles and that too with great perfection. Communication and negotiation skills are his strong areas.

S
Sharvari Baet
Senior Manager II — Quality & Operations Excellence
"

He committed excellent ideas that are performing well in the market. His logical thinking and the ability to work well with teams has helped complete projects on time and smoothly. Nadeem has a lot of potential.

D
Dipika Gaonkar
Associate Director, KPMG India
"

He is the most patient person I have ever worked with. His cool calm demeanor quickly made me want to work with him more. He has made the process very easy and worked with me in challenging situations making them as painless as possible.

R
Ranjit Ratan
AI/ML Multi-Cloud Strategy & Transformation
"

Nadeem has a strong ability to build long-term relationships through his kindness, but always sticking to the point. He not only respects deadlines all the time, but also encourages people to do the same, helping those who are struggling to meet them along the way.

F
Francesco Sapio PhD
Dr. Engineer, Game Designer and Developer
"

Nadeem reached me to write my first book. His hard work and knowledge led us to a great collaboration. He is a great team worker and besides his organisational and problem solving skills, he proved highly professional. It was a really nice experience.

D
Diego Grancini
Associate Application Developer, J.P. Morgan
"

It's been great working with you on this Packt book project and I don't think it would have happened if not for your efforts!

R
Rick Boyer
Technical Partner for Business Software | MVPs & SaaS
"

Nadeem comes across as a very focused and committed person to his projects. His experience in various roles helped us sail through a difficult project. This being my very first project, Nadeem has been a great support.

D
Divij Kotian
Program Manager — Learning Products & E-Learning
"

Nadeem was very helpful and worked hard for helping my book become real. He establishes empathy with you to understand what needs to be done. I will be very happy to work with him again.

F
Fuat Ulugay
Cloud Architect · AWS · Azure · AI/ML · CISSP
"

Nadeem learns quickly and is not deterred by the difficulties of initial learning. He quite got into the role within his initial days and was consistent and performing despite the difficulties. He is very good at relationship skills too.

U
Usha Iyer
Apex Editor, Packt Publishing
"

Ambitious, level-headed, smart, analytical, assertive, problem-solver. He has shown tremendous growth — one of the very few people who have managed to work across three different roles and that too with great perfection. Communication and negotiation skills are his strong areas.

S
Sharvari Baet
Senior Manager II — Quality & Operations Excellence
"

He committed excellent ideas that are performing well in the market. His logical thinking and the ability to work well with teams has helped complete projects on time and smoothly. Nadeem has a lot of potential.

D
Dipika Gaonkar
Associate Director, KPMG India
"

He is the most patient person I have ever worked with. His cool calm demeanor quickly made me want to work with him more. He has made the process very easy and worked with me in challenging situations making them as painless as possible.

R
Ranjit Ratan
AI/ML Multi-Cloud Strategy & Transformation
"

Nadeem has a strong ability to build long-term relationships through his kindness, but always sticking to the point. He not only respects deadlines all the time, but also encourages people to do the same, helping those who are struggling to meet them along the way.

F
Francesco Sapio PhD
Dr. Engineer, Game Designer and Developer
"

Nadeem reached me to write my first book. His hard work and knowledge led us to a great collaboration. He is a great team worker and besides his organisational and problem solving skills, he proved highly professional. It was a really nice experience.

D
Diego Grancini
Associate Application Developer, J.P. Morgan
"

It's been great working with you on this Packt book project and I don't think it would have happened if not for your efforts!

R
Rick Boyer
Technical Partner for Business Software | MVPs & SaaS
"

Nadeem comes across as a very focused and committed person to his projects. His experience in various roles helped us sail through a difficult project. This being my very first project, Nadeem has been a great support.

D
Divij Kotian
Program Manager — Learning Products & E-Learning
"

Nadeem was very helpful and worked hard for helping my book become real. He establishes empathy with you to understand what needs to be done. I will be very happy to work with him again.

F
Fuat Ulugay
Cloud Architect · AWS · Azure · AI/ML · CISSP
"

Nadeem learns quickly and is not deterred by the difficulties of initial learning. He quite got into the role within his initial days and was consistent and performing despite the difficulties. He is very good at relationship skills too.

U
Usha Iyer
Apex Editor, Packt Publishing
Contact

something
together.

Open to Program Manager, Technical PM, and AI Product Lead roles across India, UAE, KSA, and remote. If you're building something ambitious at the intersection of AI delivery and enterprise governance — let's talk.

Status
Available
Open To
AI PM · TPM · Program Lead
Locations
Mumbai · Relocation open
Notice
Immediate
Send a message
I read everything and respond within 24 hours.