AI-Powered Healthcare Operations Knowledge Assistant
Healthcare knowledge assistant reduces document search time by up to 35% while improving access to approved operational procedures.
Business Process Challenges
- Operational knowledge was distributed across multiple documents and repositories.
- Appointment procedures, patient follow-up guidelines, escalation processes, and patient-care information were not centralized.
- Hospital staff and care coordinators spent significant time manually searching for relevant information.
- Staff faced difficulty identifying the latest approved procedures.
- Manual document searches slowed responses to operational questions.
- There was a risk of inconsistent information being referenced.
- The organization needed reliable access to approved healthcare documentation with source traceability.
Our Strategic Approach
- Developed an AI-powered Healthcare Operations Knowledge Assistant using RAG on Azure.
- Built a conversational interface using React with a Python FastAPI backend.
- Centralized healthcare documents using Azure Blob Storage.
- Processed documents through extraction, cleaning, chunking, embedding, and indexing.
- Used Azure AI Search to retrieve relevant document sections based on user questions.
- Used Azure OpenAI to generate grounded responses based on retrieved healthcare documentation.
- Added source and section references so staff could trace responses back to the original documentation.
Our Engineering & Delivery Process
Our structured project delivery approach takes you from discovery and planning to development, testing, and deployment, ensuring quality, transparency, and predictable outcomes at every stage.
Discovery & Architecture
Deep-dive technical audit of existing systems, security baselines, API mapping, and comprehensive cloud target blueprinting.
UX & System Prototyping
Role-based user journeys, wireframing, high-fidelity clickable Figma prototypes, and API contract specifications prior to build.
Agile Sprint Engineering
Modular development sprints delivering clean, shippable code with automated CI/CD pipelines and continuous testing.
QA & Security Hardening
End-to-end regression suites, cross-device verification, load stress audits, and penetration testing for enterprise resilience.
Production Launch & Scale
Zero-downtime blue-green production deployment, real-time telemetry, administrator training runbooks, and ongoing SLA support.
Explore the Solution Through visuals
What changed for the client.
- Faster access to healthcare operational information.
- Reduced reliance on manual document searching.
- Quicker responses to routine operational questions.
- Improved access to standardized and approved healthcare procedures.
- Better traceability through document and section references.
- Centralized healthcare knowledge in a conversational platform.
- More efficient support for care coordinators and hospital staff.
- Scalable foundation for future healthcare applications, including appointment support, patient follow-up assistance, escalation guidance, and workflow automation.
The numbers behind the rollout.
The full integration layer.
Other engagements worth a look.
Healthcare Regression Testing with MedSynq Nexus
MedSynq Nexus uses AI-assisted impact analysis to prioritize healthcare regression tests, targeting up to 60% shorter regression cycles in eligible scenarios.
Read case study→
AI Healthcare Inventory & Equipment Readiness Agent
Softree designed an AI healthcare agent to monitor inventory, flag expiry risks, assess equipment readiness, and coordinate replenishment across hospital departments.
Read case study→
AI Freight Documentation & Customs Compliance Agent
A UAE freight operator used an AI documentation agent to identify shipment gaps, flag discrepancies, and route customs exceptions for review.
Read case study→
SQL Server to Microsoft Fabric Data Warehouse Migration
Modernizing an enterprise SQL Server data warehouse with Microsoft Fabric while maintaining data quality, performance, security, and reporting continuity.
Read case study→
Building a Governed AI & Data Intelligence Platform with Microsoft Fabric
A Fabric and AI data platform unifies enterprise data and documents, enabling governed RAG, analytics, and permission-aware AI experiences.
Read case study→
Retail Analytics Modernization with Microsoft Fabric.
Softree modernized a retail analytics environment with Microsoft Fabric, improving data governance, semantic model reuse and Power BI performance.
Read case study→Frequently asked questions.
Build faster with a reliable offshore engineering partner.
Partner with Softree to accelerate product delivery, modernize enterprise systems, and scale with confidence.
What we offer
Offices
Bengaluru
11th Floor, Prestige Tech Park, Platina 2 · Outer Ring Rd, Kadubeesanahalli · Bengaluru, Karnataka 560087, India
Cuttack
PLOT B6-1628, SECTOR-10, CDA · Cuttack, Odisha 753014 · India
San Francisco
San Francisco, CA 94108 · United States
Got a question, challenge, or idea?
Fill out the form or pick a time on our scheduler.
30-min discovery call
Same Calendly as our booking page · instant invite