GALE | Toci
AI + WhatsApp + Telemedicine

Scalable, Preventive Healthcare Delivery
GALE | Toci is a conversational AI health agent that helps extend the reach of healthcare systems by providing accessible health guidance, supporting care navigation, and connecting people to clinical services when needed.
Delivered through WhatsApp, Toci allows people to ask health questions, receive trusted guidance tailored to local health policies, and access telemedicine-enabled care pathways through a platform already widely used in communities around the world.
Why GALE | Toci
Across rural, underserved, and resource-constrained settings, healthcare systems face a shared reality:

Health Guidance on WhatsApp
People often seek health advice outside the healthcare system. Toci provides trusted guidance via WhatsApp, helping people access reliable information sooner.
Private Health Conversations
Sensitive health concerns can be difficult to discuss in close-knit communities. Toci offers a private space to ask questions and seek guidance.
Connection to Care
Health guidance is most valuable when it leads to care. Toci guides users to clinics, telemedicine services, or human support when needed.
The Meaning Behind The Name
Toci is an Aztec earth/mother goddess associated with healing, medicine, childbirth, and health—often described as “the one who gives health.” The name reflects the intent behind GALE | Toci: to support care, provide guidance, and help people find their way to appropriate health services—while respecting the limits of what technology should do. Toci is a digital front door that strengthens telemedicine and hybrid care delivery, supporting clinicians and patients alike.
Examples of How Toci Can Help
Toci supports a range of health conversations and can guide users toward appropriate care when needed.
Below are examples of how people might interact with Toci to ask health questions and access guidance.
Across all interactions, users can share their location to receive information about nearby clinics or healthcare services.
Health Guidance & Education
People often need basic health information before deciding whether to seek care.
Toci allows users to ask health questions in natural language and receive clear guidance about symptoms, preventive care practices, and next steps.
This helps individuals better understand common health concerns and determine whether additional care may be needed.
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Built for Real Healthcare Contexts
GALE | Toci is designed to support hybrid and telemedicine-enabled care, integrating seamlessly into frontline workflows and scaling clinical guidance across populations.
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Population-scale communication through WhatsApp, reaching large, diverse populations via a trusted and widely adopted channel
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Policy-aligned health guidance, delivered through customizable workflows built in collaboration with Ministries and grounded in official protocols and public health guidance
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Improved access and care navigation without increasing call center volume or frontline staff burden
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Consistent, reliable public health messaging across regions and communities, reducing fragmentation and misinformation
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Improved follow-through and engagement, supporting adherence to care plans and public health initiatives
Built for Customization: Whether deployed as a standalone support tool or as part of a broader digital health strategy, GALE | Toci is customized to local guidelines, priorities, and care pathways.

What It Is (and What It Isn’t)
GALE | Toci is a WhatsApp AI agent for healthcare operations and health navigation.
Toci Does: |
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✅ Operate in multiple languages, with future integration of local Indigenous dialects planned for 2026. |
✅ Guide users to their nearest health center and encourage immediate care when red-flag symptoms appear. |
✅ Base responses strictly on vetted government protocols and recognized medical guides, simplifying them for clarity. |
✅ Provide simple, elementary-level health guidance in clear language. |
Toci Does Not: |
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❌ Store personal data or conversation history. Temporary chat cache resets nightly. |
❌ Replace professional healthcare or act as a substitute for urgent medical attention. |
❌ Permit non-medical, unsafe, or dangerous conversation topics. |
❌ Diagnose medical conditions or prescribe medications. |
Grounded in Real Deployment: Oaxaca, Mexico
GALE | Toci is being introduced through real-world healthcare initiatives, including collaboration with the Oaxaca Health Command and Control Center (C5) in Mexico.
The initiative explores how conversational AI can help expand preventive guidance, support telemedicine services, and improve access to health information across communities.





