Voice Chat RAG in Healthcare: Real-Time Cognitive Search for Mental Health Providers

Solution Section

Problem Statement: Inefficient Information Retrieval in Mental Healthcare

Mental health providers, particularly those supporting autism and behavioral health patients, struggled with slow, manual information retrieval across billing, legal, and contract documents. The legacy system lacked real-time interaction, causing:

Haversine Distance
Delays in Legal and Billing Responses
Google Maps API
Slow, Non-Interactive Decision-Making
AI Recommendation Engine
Reduced Operational Efficiency and Patient-Facing Time

The absence of real-time cognitive search made critical workflows dependent on manual document searches—prone to error, hard to scale, and disconnected from clinician workflows.

Solution Section

Business Impact: Delayed Patient Care and Rising Admin Costs

This inefficient information retrieval process led to:

Haversine Distance
Increased Administrative Overhead
Google Maps API
High Error Rates in Billing & Legal Compliance
AI Recommendation Engine
Slower Clinical Decision-Making
AI Recommendation Engine
Reduced CSAT Scores and Higher Churn Risk
Solution Section

Solution: AI Voice Chat RAG for Mental Health Providers

To address these challenges, the client deployed a voice-based retrieval augmented generation (RAG) system using Azure AI and OpenAI, purpose-built for mental healthcare environments.

New AI-Enhanced Workflow

Haversine Distance
1. Voice/Chat Interface
Natural conversation via voice-based cognitive chat.
Google Maps API
2. Real-Time AI Processing
Azure AI handles speech recognition, function calls, and prompt understanding.
AI Recommendation Engine
3. Document Ingestion & Indexing
PDFs securely stored in Azure Blob Storage, indexed via Azure Cognitive Search.
AI Recommendation Engine
4. AI Cognitive Search for Mental Health Providers
Queries routed through OpenAI's RAG-enabled structured retrieval layer for precision.
AI Recommendation Engine
5. Context-Aware Answers
Final answers include citations and contextual summaries, instantly returned to users via voice/chat.
Technology Stack

Technology Stack

BI Tools
React Chat Interface
Data Services
WebRTC Client
Data Services
Azure AI
Data Services
OpenAI
Data Services
Gemini Pro
Data Services
RAG
Data Services
Azure Cognitive Search
Data Services
Azure Blob Storage
Data Services
Cloud Functions
Data Services
RTMiddle Layer
Data Services
Two-Way Websockets
Data Services
Azure IAM
Data Services
Role-Based Access