AI Playground · HHS / AAP

Welcome to the American Pediatric Desert. Population: too many.

Nearly 44% of American counties have no pediatrician at all. That's nearly 4 million kids with zero access. And when trusted medical voices aren't available, misinformation can fill the void — let's give parents a different option.

Meet Dr. Cliff

The voice of 67,000 pediatricians.

He's not a chatbot. He's a voice-activated conversation parents can have about any clinical topic. His answers have zero hallucination and more charm than a white paper can dream of. He's a kind, human voice that enables parents to easily access the best pediatric science in the world.

The Library

Ensuring the science is solid.

The American Academy of Pediatrics spent decades creating the best clinical guidance in the world — via the AAP website and their consumer-facing site healthychildren.org. We can turn that into a library searchable by meaning, not keywords. Additionally, every answer is indexed back to its source; so everything Dr. Cliff says is organically AAP approved.

AAP
Source AAP · healthychildren.org Curated clinical library
Chunking Paragraph-level Source URL attached
Voyage AI
Embedding Voyage AI Meaning not keywords
Pinecone
Vector Store Pinecone Library at rest
Two-Pass RAG Architecture

How a parent’s question leads to a science-backed conversation.

The first pass makes sure only AAP-approved content is served — the second adds the charm and humanity of Dr. Cliff. This is how we fill the trust gap and give worried parents a better resource than social media to find answers.

PASS ONE · FETCH PASS TWO · RESPOND PARENT QUESTION Voice-activated experience EMBEDDING Voyage AI By meaning, not keywords RETRIEVAL Pinecone Relevant AAP content PERSONA Claude · Anthropic Character + guardrails TONE ElevenLabs Dr. Cliff’s voice added HUMANITY HeyGen avatar Science gets a face DR. CLIFF Starts a conversation
Sample Engagements

Pick a parent and get a feel for Dr. Cliff's bedside manner.

  • Important: Parent avatars are not part of the experience. They are here to show the tone of engagements only.
  • Simulated voice-activated chats.
  • Each response comes with a link to the source.
  • Amanda's conversation shows a back and forth. A conversational nature is the goal.

Character prompt currently in development.

Scroll away or tap outside the player to stop.

AI health information tool · For clinical information only · Not intended for medical diagnosis
Source:
Legal & Ethics

The AI legal landscape and Dr. Cliff.

By bringing this forward with a clear-eyed view of legal and ethical issues — we can make this without creating cardiac events on the legal team. That said, close collaboration with a healthcare attorney and compliance officer would be needed.

Apothecary sign: For clinical information only. Not intended for medical diagnosis.
11Legal & ethical
challenges identified
and addressed
4Federal frameworks
analyzed with
sourced responses
3Structural avatar
paths with distinct
legal profiles
0Challenges without
a clear structural
response
The Trust Gap

Why solving the "trust gap" is so critical.

In the absence of a professional voice, parents don't choose the best information; they choose the most accessible information. This has allowed medical misinformation to become the pandemic no one is talking about. Yet pediatricians remain the voice virtually all Americans trust — and that's why we need to build a platform to amplify it.

Who do Americans trust
for health advice?
Politicians
Social media influencers
News sources
Federal health agencies
Friends and family
Pediatricians
8%Politicians
14%Social Media
Influencers
18%News Sources
40%Federal Health Agencies
58%Friends & Family
93%Pediatricians
Source: KFF / Washington Post Survey of Parents, 2025