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Research tools
How can we retrofit AI into existing Digital products ethically?
​Case study- Personal work
Created a framework for integrating AI features into existing digital products- inspired by the Google PAIR Guidebooks and OpenAI resources for responsible AI-human interaction design
Designing the experience of delivering research- Interactive UX map
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Case study- Personal work
Built an interactive UX map that fuses journey, opportunity, affinity, and market-gap analyses into a single dynamic view. Streamlined stakeholder alignment, cut presentation time by 50%, and made insights instantly actionable. ​
Notes from collaborators
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