About

Curiosity led me to data. Data led me to products. Products led me to business.

The story, in chapters

01
Chapter 1
Understanding business
Deloitte
Started in consulting, working directly with enterprise customers and understanding business processes, risk, compliance, and operational complexity.
02
Chapter 2
Developing an analytical mindset
IIM Nagpur
Pursued an MBA with a specialization in analytics, strengthening the connection between business strategy and data.
03
Chapter 3
Discovering AI
Sprinklr
Worked with intelligent customer engagement systems, including chatbots and AI-assisted response recommendations.
04
Chapter 4
Solving problems at scale
Amazon
Worked on complex financial data systems, reconciliation, and machine learning-driven exception identification.
05
Chapter 5
Building products
LeadSquared
Conceptualized and launched SIERA, an enterprise analytics product. Worked across product strategy, commercialization, pricing, and adoption.
06
Chapter 6
Enterprise AI
Sequoia
Worked on AI-powered analytics, RAG-based copilots, and agentic data experiences.
07
Chapter 7
Banking and agentic systems
ISG Labs
Currently leading AI and payments products, including reconciliation, agentic development platforms, and prepaid payments.

Leadership philosophy

Technology creates possibilities. Business judgment creates value.

Start with the problem a customer will pay to solve. The technology choice follows.

Measure progress by adoption, revenue and retained value — not by what shipped.

Products sit inside organizations, data flows and incentives. Design for the whole system.

Move from analysis to a working version early, then learn from real use.

Keep humans in the loop where judgment matters, and make model behaviour inspectable.

Build teams, processes and platforms that keep working as they grow.

Personal

To be added

A space for interests, reading and life outside work — content coming soon.