Where do you even begin when adding AI to your products?
Why?
You must be thinking, Why didn't I ask this to ChatGPT?
And I did. Got a perfect solution in response. Still integrating AI into existing digital products can feel overwhelming. Between the buzzwords and the everyday evolving tools, I was not just looking for a one time solution but a framework that be applied and scaled.
How?
Using this foundation, I built a framework for product teams that:
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Maps user journeys through human-in-the-loop principles,
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Identifies ethical pitfalls, biases, and risks early,
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Stages AI introduction naturally (so it feels helpful, not forced),
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And translates big-picture values into actionable design policies.
Where?
I explored everything from YouTube to Papers, and these are the resources that helped me build my framework. ​
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MIT fluid interfaces research (cyborg psychology, human–AI interaction)
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Google PAIR guidebooks
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TU Delft’s Ethics in AI
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Open AI resources
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Research papers- Appropriate Reliance on AI Advice by Max Schemmer, On Assessing Trustworthy AI in Healthcare, Ai-human interaction by Muhammed Raees
Result
A tool that helps teams integrate AI responsibly and confidently, creating interactions that evolve with both the user and the technology.
Translating overarching values into concrete
design requirements
Snippets of the journey map