AI Strategy • Systems Thinking • Product


Understanding why AI succeeds, fails, and creates value. Building what comes next.


I study how AI creates value beyond the model itself through product strategy, decision making, governance, and real world adoption. This page brings together selected projects, strategic analyses, and frameworks that explore AI from a product and systems perspective.

Explore my work below, and connect with me on LinkedIn.

http://www.linkedin.com/in/swarnimtiwari1


AI doesn't create value on its own. Organizations do.

I'm interested in the decisions, systems and incentives that determine whether intelligence becomes real world capability or unrealized potential.

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Selected Work