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    • Home
    • Initiatives
      • Pop-Up Clinics
      • Referral Reinvention
      • AI-Interface Layer Tool
      • Thought Leadership
    • Partnerships
      • Clinic Pilots
      • Mission Network
      • Strategic Partnerships
    • About
  • Home
  • Initiatives
    • Pop-Up Clinics
    • Referral Reinvention
    • AI-Interface Layer Tool
    • Thought Leadership
  • Partnerships
    • Clinic Pilots
    • Mission Network
    • Strategic Partnerships
  • About

AI Interface Layer

Extending care without replacing human presence

We are testing whether AI can responsibly extend the reach of clinicians in underserved settings, without removing the relational core of medicine.


Project Status: Beta Development

Our current focus is a lightweight WhatsApp-based interface that supports intake, triage, and follow-up in local language, paired with a real clinician.

What we are testing

  • Whether AI can safely handle first-contact intake and symptom clarification  
  • Whether clinicians save meaningful time without losing clinical nuance  
  • Whether patients trust AI when it is clearly positioned as support, not authority  
  • Whether local language support changes access and follow-through  

What this is not

  • Not automated diagnosis  
  • Not replacement of clinicians  
  • Not a consumer health chatbot  

Why WhatsApp

It already exists where formal systems do not. No new apps. No training burden. Just a familiar interface layered with care logic.

Outcome we are testing

  • Whether AI can act as a force multiplier for human care in environments where clinician time is the scarcest resource.
  • Whether AI can pre-qualify referrals more effectively than existing systems
  • Whether specialists value fewer, higher-quality referrals
  • Whether patients will opt into clearly defined private pathways when offered transparently

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