Dialogue FastCare

Member plateform: Intake
Care plateform: Landing
Care plateform: member analysis 2
Care plateform: member analysis 1

Inspiration Physicians spend too much time on admin before care even starts. Dialogue FastCare was inspired by the idea that zero-wait virtual care is possible if AI prepares the work, while licensed clinicians keep the final medical decisions.

What it does Dialogue FastCare lets members complete an AI-guided intake by text, voice, or FaceTime-style conversation. The system creates a provider-ready clinical packet with symptoms, transcript, risk level, red flags, suggested care path, draft note, and prescription draft when relevant.

Providers see grouped fast-review workflows like renewals, photo reviews, follow-ups, and visit approvals. They can quickly accept, decline, reassign, or review each patient individually.

How we built it We built a React Native Expo app with a member experience and a provider Care Platform. The backend uses Node, Express, MongoDB, and structured clinical packet generation. We integrated AI-ready flows for voice intake, image review, symptom summarization, risk detection, routing, and provider decision support.

Challenges we ran into The biggest challenge was balancing speed with clinical safety. We did not want “batch approve” healthcare. Instead, we designed grouped workflows where every patient still has an individualized packet and every regulated decision stays with a licensed provider.

Accomplishments that we're proud of We built a full end-to-end prototype: member intake, AI clinical packet, provider fast review, grouped workflows, appointment approval logic, reassignment, and safety escalation. The provider experience shows how one clinician could resolve more cases without losing oversight.

What we learned We learned that the real bottleneck in virtual care is often not the appointment itself, but everything before it: intake, triage, documentation, routing, and repetitive review. AI is most useful when it removes low-value work, not when it replaces clinicians.

What's next for Dialogue FastCare Next, we would connect the provider workflow to real calendars, add deeper EHR integrations, support secure prescription approval, improve clinical guardrails, and validate time saved per case with real providers.