Understand the behavior
Funnels, cohorts, feature usage, growth loops, and user behavior translated into product priorities.
Hello
Assistant Manager of Business Intelligence and Specialist AI Systems Developer
Data stories that become product decisions.
I’m Uttam Deb, an experienced BI analyst and AI systems developer building the analytics, automations, and AI learning tools that shape some of Bangladesh's biggest education products.
2M+
Monthly learners touched by product and analytics work in 2026.
What I turn into clarity.
My work sits between product, business, and AI systems. The goal is not just better charts, but sharper choices.
Build the decision layer
Dashboards, pipelines, reporting logic, and governance that make teams faster and more confident.
Prototype the next workflow
Speech agents, doubt-solving assistants, RAG systems, and evaluation loops built around real learning problems.
From scattered data to working intelligence.
A simple walkthrough of how I usually create value: understand the pattern, build the system, then make the product smarter.
Find the pattern before the dashboard.
Good analytics starts before visualization. I map the business question, the event trail, and the cost of being wrong, then turn that into a surface people can actually use.
Reach92
Intent76
Friction41
Action68
Prototype AI where it changes the experience.
The strongest AI features do not need to shout. They shorten a student's path to understanding, reduce operational drag, and create feedback loops that improve the product.
Make the artifact explain the thinking.
Reports, product concepts, and analysis decks are not decoration. They are decision tools, so the structure needs to carry the reasoning clearly.
Proof of work, not just polish.
A few entry points into my work across AI product thinking, analytics implementation, performance, and user behavior.
AI Voice Agents: The Story of Two Approaches
Architecture notes on modular and end-to-end approaches for voice AI systems.
GA4, BigQuery and Looker Studio
A practical guide to web and app traffic analysis using modern analytics tooling.
FitBit Fitness Tracker Analysis
A Kaggle analysis translating health activity data into business recommendations.
The full archive lives one step away.
The homepage tells the story. The work archive keeps the projects, articles, experiments, and older pieces easy to scan.
If you’re building a product where data, AI, and decisions need to meet, let’s talk.
