AI Case Study

NLP Chatbot for a Mid-
Sized Healthcare
Provider

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Overview

A mid-sized healthcare provider focused on outpatient care and patient
engagement.

Objective

To enhance patient support, reduce administrative workload, and promote preventive
care programs through an AI-driven solution

Challenges

  • High volume of repetitive queries (appointment bookings, prescription refills).
  • Limited support availability beyond business hours.
  • Low awareness of preventive care programs among patients.

Solution

Object Detection

  • Model: YOLOv4 and YOLOv7 were used for their accuracy and real-time
    detection capabilities.
  • Training: The models were trained on a dataset of crimp objects, including
    examples of defects like scratches and bends.

Measurement Using ArUco Markers

A 24/7 NLP-powered chatbot with the following capabilities:

  • Appointment scheduling and reminders
  • Prescription refill management
  • Symptom checking and health tips
  • Educational content to promote preventive care
  • Seamless handovers to human agents for complex cases

Results

  • Efficiency: 70% of queries resolved without human intervention
  • Engagement: 40% increase in preventive care participation
  • Faster Responses: Reduced query resolution time to under a minute
  • Cost Savings: Lowered operational expenses by reducing support staff workload

This chatbot transformed patient support, delivering round-the-clock
assistance and improving engagement.

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