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 & real world adoption. This page brings together selected projects, strategic analysis and frameworks that explore AI from a product and systems perspective.

Explore my work below & 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 & incentives that determine whether intelligence becomes capability or unrealized potential

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Selected Work