Investor Relations: Revolutionizing Healthcare Communication

The Problem: Costly & Risky Language Barriers

Millions of Limited English Proficiency (LEP) patients face significant hurdles in accessing equitable care, leading to poorer outcomes and increased costs. Healthcare providers face mounting pressure to comply with Title VI language access mandates.

Our Solution: JJ - Intelligent Medical Intake

JJ is a secure, AI-driven platform that conducts comprehensive medical intakes in multiple languages, directly addressing the limitations of traditional translation methods.

• Fluent Communication: Engages patients conversationally in their native language (Spanish, Haitian Creole, Russian, and more coming soon).
• Clinical Accuracy: Leverages advanced AI (Anthropic Claude) enhanced with custom medical Retrieval Databases for precise terminology.
• Efficiency Gains: Automates routine intake questions (SOAP subjective components), freeing up clinical staff.
• Secure & Compliant by Design: Built on GCP (HIPAA-eligible), uses Google OAuth, and generates structured, auditable records (PDF summaries with SOAP notes).
• Seamless Integration: Delivers concise PDF summaries directly to clinicians via email, ready for review. With EHR integration on demand.

Technology Stack & Architecture

JJ utilizes a robust and scalable cloud-native architecture:

• Python 3.10 / Backend
• Multi LLM Setup
• Google Cloud Platform (Cloud Storage, Firestore)
• Google OAuth 2.0
• Retrieval-Augmented Generation (RAG) with custom dictionaries

graph TD
    A[User via Browser] -->|1. Login/Select Lang| B(App on GCP);
    B -->|2. Auth Request| C{Google OAuth};
    C -->|3. User Info| B;
    B -->|4. Store Session| D[Flask Session];
    B -->|5. Start Chat / Send Msg| E{LLM API};
    E -->|6. RAG Lookup| F[Firestore: Med Dictionaries];
    F -->|7. Terms/Embeddings| E;
    E -->|8. AI Response| B;
    B -->|9. Save Snippet/PDF| G[Google Cloud Storage];
    B -->|10. Track Usage| H[Firestore: Usage Tracker];
    B -->|11. Email PDF| I(SMTP Service);
    B -->|12. Optional Support| J(Stripe API);

    classDef default fill:#f9f9f9,stroke:#333,stroke-width:1px;
    classDef cloudService fill:#e1f5fe,stroke:#0277bd,stroke-width:1.5px;
    classDef app fill:#DDE8E5,stroke:#4A7C6F,stroke-width:2px;
    classDef api fill:#fff3e0,stroke:#E65100,stroke-width:1.5px;

    class A,C,D,I,J default;
    class B app;
    class E api;
    class F,G,H cloudService;
            

Market Opportunity & Impact

The US healthcare language services market is substantial and growing, driven by demographic shifts and regulatory enforcement. JJ is positioned to capture significant share by offering:

• Compliance Solution: Directly addresses Title VI requirements in a scalable way.
• Cost Reduction: Offers potential ROI by reducing reliance on expensive per-minute translation services.
• Improved Outcomes: Contributes to better patient safety and equity for LEP populations.
• Operational Efficiency: Reduces wait times and streamlines clinical workflows in busy EDs and clinics.
• Scalability: Easily expandable to more languages and healthcare settings.

Founder's Vision

Founded by Marcus Cooper, JJ was born from a direct observation of the inequities faced by LEP patients. Marcus combines technical expertise with a passionate commitment to leveraging AI for social good, ensuring healthcare communication is clear, compassionate, and accessible to all.

Read more about the Founder's Story & Mission.