I focus on a communication gap, not just a technical gap. Many AI governance principles exist, but everyday users and even frontline teams often cannot translate them into:

• understandable consent experiences,
  
  

• clear data-use explanations,
  
  

• visible accountability,
  
  

• and usable resource pathways.
  
  

I built this portal to convert governance expectations into communication artifacts that stakeholders can actually use.

Phase 1 - Research & scope definition
I narrowed the project to AI-enabled mental health contexts (ages 18–50) and defined the five trust pillars: consent, privacy, fairness, auditability, and recourse.

Phase 2 - Framework design
I translated secondary research and governance guidance into a practical stewardship framework and mapped it to “what users should see” (transparency).

Phase 3 - Prototype and resource development
I designed the dashboard prototype and built a downloadable toolkit (including checklists and templates) to enable repeatable implementation.

Phase 4 - Public portal build
I published this website as a campaign hub to host all resources, explain concepts simply, and connect users directly to the prototype and downloads.

I measure success through clarity and action

• People understand consent and data use within minutes.
  
  

• Institutions can apply the checklists and templates.
  
  

• Users know exactly how to raise concerns and access recourse.
  
  

• Trust increases because accountability becomes visible.