I’m Sudarshan Sampath, a product and engineering leader working on AI, data, and developer platforms.
Over the past 12 years, I have worked across startups and large technology organizations, including Unstructured, Amazon, Expedia, and PayScale. Across those environments, the pattern has stayed consistent: build the underlying systems well, make them usable, and help teams move from promising technology to durable products.
I work across product strategy, engineering, product marketing, and developer experience. My strength is taking technically ambiguous problems, finding the customer and business truth inside them, and turning that into a clear product direction.

How I work
- Start with the customer problem, not the feature.
- Stay close enough to the implementation to test assumptions.
- Turn ambiguity into explicit product decisions.
- Treat developer experience as part of the product.
- Connect product, engineering, go-to-market, and measurement around a shared outcome.
Earlier chapters
My background began in economics and econometrics, then moved through research, data products, data platforms, production machine learning, and AI infrastructure. That earlier economics work remains available in the archive.