Building products.
Transforming
businesses.
Exploring what
AI changes next.
I’m Prasanjit Saha. I connect business problems, people and technology to build products that work in the real world.
TRANSFORMATION APPLIED AITHREE DISCIPLINES. ONE CONNECTED PRACTICE.
Less theorising. More building.
Small public experiments. Real product questions. A place to explore what AI changes by putting it to work.
Retrieval & AI experienceDharma AI
A grounded AI conversation that connects modern dilemmas with curated wisdom, practical interpretation and clear next steps.
Structured assessment & decision systemsSCORE-AI
A role-oriented AI capability assessment that turns structured answers, scenarios and declared evidence into a practical development profile.
PujoPlan AI
Transport Management System (TMS), Beat Plan (PJP), Vehicle Routing Problem (VRP), On-Demand Route Planning (ODRP) and pandal hopping during Durga Puja — They all ask the same question: how do you maximize useful outcomes within limited time, distance, capacity and other constraints? Using example of the last case, see how AI can optimize and solve these challenges with fantastic outcome with human-in-the-loop AI.
BUSINESS × PRODUCT × AIUseful conversations.
New perspectives.
For leadership teams, students and product communities. Making complex technology practical, relevant and worth discussing.
Explore speaking topicsThinking out loud. With purpose.
The Next Level of Abstraction: Why AI-Assisted Programming Is a Natural Evolution… Even If It Feels Like Cheating
AI-assisted programming belongs in computing’s long history of abstraction: complexity moves, while human attention moves closer to intent, system design and judgement.
Rethinking Professional AI Readiness: A Role-Relative Framework for Capability, Evidence and Assessment Confidence
Why AI readiness must be interpreted against the responsibilities of a role, with capability, evidence and assessment confidence treated as separate signals.
AI Isn’t Replacing Product Managers — It’s Exposing Who Was Strategic All Along
AI compresses execution-focused product work and raises the value of problem framing, judgement, prioritisation and builder-oriented product leadership.
Where business meets what’s possible.
Product leadership
Business problems into product strategy, prioritised roadmaps and scalable platforms.
STRATEGY / PLATFORMS / ADOPTIONEnterprise transformation
Connecting field workflows, incentives and enterprise data to change how work gets done.
ECOSYSTEMS / FINTECH / WORKFLOWSApplied AI
Building to understand how AI changes retrieval, decisions and useful product experiences.
RAG / SCORING / AI EXPERIENCESReal problems. Practical systems.
Building a Digital Ecosystem for a Large Distributed Influencer Network
How we moved from fragmented offline relationships to a connected digital ecosystem spanning onboarding, engagement, incentives, transactions and repeat participation.
Making Incentives Work in Real Time
How a slow, opaque incentive process was redesigned into a faster and more transparent digital experience—from validation to settlement.
Connecting the Data Behind Everyday Sales Decisions
A case study in redesigning fragmented sales workflows into a connected digital operating system for field teams and managers.
Building Commerce for a B2B2C Ecosystem
How we approached digital commerce in a channel-led business where the buyer, seller, influencer and end consumer were not always the same person.
Organizations and institutions that shaped my career.
Business instinct.
A builder’s curiosity.
Entrepreneur, ecommerce operator, product leader. My career has taken me from building businesses to transforming enterprise platforms — with a recurring interest in making technology useful to people.
Today, I bring that experience to product strategy, connected workflows and hands-on AI experiments.
More about meThere’s more to the story.
Good products start
with better questions.
So do good conversations. For product, transformation, applied AI, or a conversation with your team or classroom.
Let’s connect