Available for select advisory & consulting engagements
AI Product Manager & Enterprise AI Consultant
AI Product Manager and Global IT Business Analyst. I help operations, supply chain and manufacturing leaders ship AI products that move real numbers — not slideware.
Work with me
Engagements are scoped around outcomes, not hours. Every package ends with something your leadership team can act on.
Two weeks to a prioritised, costed AI roadmap.
Best for: Leaders with many pilots and no portfolio view.
Book an auditSenior AI product ownership without a senior headcount.
Best for: Teams shipping AI products without a product owner.
Discuss a retainerAdoption that survives after the launch email.
Best for: Organisations with licences bought and usage flat.
Plan enablementControl towers, forecasting and simulation that get used.
Best for: Operations teams drowning in reports, starved of decisions.
Scope a buildDemystify AI for the people who approve budgets.
Best for: Boards and leadership teams setting AI direction.
Request a workshop1:1 coaching for analysts and PMs breaking into AI.
Best for: BAs and PMs moving into AI product roles.
Book coachingNot sure which fits? Start with a free 30-minute call — I will tell you honestly if there is no engagement worth doing.
How it works
A deliberately boring method, because AI programmes fail on discipline, not ambition.
Two weeks in your data, systems and forums. I map where value actually leaks before proposing anything.
Use cases scored on value, feasibility and reusability. You get a shortlist your CFO can defend.
Thin-slice delivery with real users in week one. PRDs, governance and vendor management included.
Reuse over reinvention — playbooks, champion networks and benefit tracking so the second market costs less than the first.
About
I am an AI Product Manager and enterprise AI consultant with 5+ years building and scaling AI, analytics and automation products inside one of the world's most operationally complex FMCG environments — British American Tobacco's Asia Pacific, Middle East & Africa (APMEA) region.
Most organisations do not have an AI *idea* problem. They have an AI value problem: dozens of pilots, no portfolio view, no governance, no line to the P&L. That is the gap I close.
As a Global IT Business Analyst in Supply Network Operations (SNO), I lead AI/ML portfolios, Microsoft 365 Copilot and GenAI rollouts, Digital Twin and VR training programmes, and Azure-enabled data platforms — translating strategy into outcomes across markets.
What that has looked like in practice:
I am a BUET Computer Science graduate, currently reading for an MSc in Financial Engineering at WorldQuant University, and a certified practitioner in AI Product Management, Leadership and Emotional Intelligence. I have taught Deep Learning and MLOps to global cohorts as a Lead Instructor and mentored teams across Bangladesh, Indonesia, Korea and Vietnam.
My work sits at the intersection of technology, operations and people — making AI practical, responsible and commercially defensible.
If you are navigating transformation complexity, or trying to get past the pilot graveyard, let's talk.
Selected work
A sample of AI, analytics and immersive products delivered across manufacturing, supply chain and agri-business.
Enterprise LLM-powered assistant for Supply Network Operations. Handles knowledge retrieval, ticket triage and workflow automation across APMEA markets.
Immersive VR training simulator built on a digital twin of a manufacturing line — Azure-integrated, reducing floor training time and safety incidents, with automated skill assessment potential.
Prescriptive analytics platform providing actionable insights into industry trends, pricing and performance — recognised as an APMEA regional best practice and used by top management for strategic decisions.
Rollout and change management of Microsoft 365 Copilot for the SNO function — including custom agents, prompt libraries and governance.
Standardised data ingestion and BI architecture for scalable governance across New Categories, authored with Microsoft and Digital Manufacturing leaders.
Real-time control tower for stock build across APMEA markets with anomaly detection and drill-down analytics in Power BI.
Augmented reality onboarding and product experience for the Modern Oral category — deployed to field teams via mobile devices and WebAR.
End-to-end deployment of the SNO DataHub for Indonesia: data model, governance, security and analyst enablement.
Industry intelligence application supporting Leaf and Manufacturing operations across APMEA Central.
Automated distributor house day-end balance notification system — pooling data from SAP for real-time visibility.
BI-integrated automated cost management and insights reporting bot — built from scratch for Operations Finance at BAT Bangladesh.
Digital onboarding and induction system for HR — cross-functional collaboration simplifying the new-joiner journey.
Expertise
Experience
Driving digital transformation and AI adoption across manufacturing as part of the DBS OPS ELT, enabling enterprise-scale solutions that improve efficiency, decision-making and shopfloor productivity.
As Technical Product Manager and IT Business Analyst, led AI, automation and analytics products across agri-business, manufacturing and supply chain — delivering over USD 5M in business value.
Lead Instructor for the flagship data science and machine learning career path focused on Deep Learning and MLOps — delivering live courses across APAC, EMEA and North America.
Management Trainee playing the role of Automation Enabler, Analytics Developer and Project Manager — driving process simplification through digitisation.
Backend development — built APIs using Node.js with a MySQL-based database.
Contributed to AI/BI projects in Computer Vision, NLP and Exploratory Data Analysis — automating and simplifying business processes.
Built BlueNes — a data management solution for blue-collar and white-collar employee health records.
Advanced blockchain training — built a blockchain-based inter-bank settlement system in R3 Corda (full-stack CorDapp).
Credentials
FAQ
A free 30-minute call. Bring your messiest problem — you will leave with at least one concrete next step, whether or not we work together.
Hi 👋 Tell me briefly what you are trying to solve and I will come back with a straight answer.