Nilay
Ghangale
I architect growth strategies, build financial products, and translate complex data into executive decisions. My foundation is in financial services, but my approach to scaling businesses and solving systemic bottlenecks is industry-agnostic.
How I approach problems
I operate at the level of framing. Most complex bottlenecks in financial services are solved effectively only when the root question is defined correctly before reaching for a tactical answer.
I build frameworks that connect raw data to commercial outcomes. The objective is not isolated analysis. The objective is to create systems where the right signals reliably drive the right executive actions at massive scale.
I evaluate AI based on where it creates tangible enterprise value rather than where it generates excitement. This requires testing assumptions, building functional prototypes, and maintaining strict honesty about what emerging technology can practically deliver today.
Explore the site
Global payments strategy, credit risk, applied AI, and financial infrastructure. The work, the approach, and the thinking behind it.
Notes from the places I have been. What made them interesting, what I noticed, what stayed with me.
Writing on AI, payments, and learning in public. Honest takes from someone who works with this material every day.