Idea
Conversational agent automating healthcare appointment logistics with high safety and cost efficiency.
Research Paper
Core Innovation
This paper presents CareConnect, which uniquely combines LLM function calling, retrieval-augmented generation, and layered deterministic safety guardrails to automate healthcare appointment workflows. It enforces strict scope constraints to avoid medical advice and uses short-circuit mechanisms for emergency detection, ensuring safety and reliability beyond prior conversational agents.
Why It Matters
Healthcare appointment scheduling is a major bottleneck causing delays and high administrative costs. Automating this process improves provider availability and patient access while reducing operational expenses. Scalable automation with safety guarantees transforms healthcare logistics workflows and enhances system efficiency.
Market Size (TAM)
$10–20B TAM for healthcare operational automation; $2–5B SAM from hospitals and clinics. Driven by rising demand for healthcare efficiency and digital transformation.
Potential Customers & Pain Points
- Hospitals – Manual scheduling inefficiencies
- Clinics – High administrative overhead
- Healthcare providers – Limited appointment availability
- Health systems – Need for cost reduction and safety compliance
Business Model
Subscription-based SaaS platform charging healthcare providers per appointment automated, with tiered pricing based on volume and feature access.
Competitive Landscape
- Olive AI
- Qventus
- HealthJoy
- Gyant
Implementation Challenges
- Regulatory compliance and data privacy requirements
- Integration complexity with diverse legacy healthcare systems
- Ensuring consistent safety and accuracy in critical healthcare contexts
Validation Strategy
- Pilot deployments in partner hospitals and clinics to measure task completion and safety compliance
- User feedback collection from administrative staff and patients
- Cost-benefit analysis comparing manual vs automated scheduling workflows
Research Paper Overview
Toward Trustworthy Large Language Model Agents in Healthcare
Summary
CareConnect is a safety-first conversational agent automating healthcare appointment scheduling by integrating LLM function calling, retrieval-augmented generation, and deterministic safety guardrails. It manages booking, modification, cancellation, and facility info retrieval with strict safety constraints, achieving 91.8% task completion and 96.0% safety compliance, reducing operational costs significantly compared to manual scheduling.