Writing

Product Design in the Real World

Lessons from shipping automation, analytics, and internal tools inside Bharti Airtel and IIT Bombay. No fluff — just the actual product thinking behind real work.

Product Ops8 min readApr 10, 2025

How I Reduced Network Fault Investigation Time by 90% at Airtel Business

A deep dive into how I approached a painful 3–5 hour manual workflow, turned it into a product problem, and shipped an automation that now runs in production — cutting investigation to 29 minutes.

Product Thinking6 min readMar 1, 2025

What Building Internal Tools at Airtel Taught Me About Product Discovery

Internal tools are underrated proving grounds for product thinking. Here's what I learned about discovery, stakeholder alignment, and shipping with trust when your users sit in the same office.

User Research5 min readAug 15, 2024

From Research Lab to Product: Lessons from IIT Bombay

Building a collaboration platform for research scientists at IIT Bombay's Nano-bios Lab taught me that the best product insight often comes from watching how people work around your assumptions.

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