Case Study

Building an AI Diagnostic Tool MVP for a HealthTech Startup

Client Profile

A team of doctors and data scientists building an AI-powered preliminary diagnostic tool for primary care clinics in Southeast Asia.

The Challenge

Complex ML model needed to be wrapped in a simple, HIPAA-compliant interface that non-technical clinic staff could use. Regulatory requirements in multiple ASEAN countries added complexity.

Our Approach

NLabs built a web-based diagnostic interface with the founders' ML model integrated via API, secure patient data handling, multi-language support (English, Thai, Filipino), and a clinic admin dashboard.

Solution Delivered

Deployed in 15 pilot clinics across Thailand and the Philippines. The tool reduced average consultation time by 22% and improved preliminary diagnosis accuracy by 18%.

Measurable Outcomes

15

Pilot Clinics

22%

Consultation Time Reduction

18%

Diagnosis Accuracy Improvement

3

Languages Supported

"NLabs understood both the technical and regulatory dimensions. The MVP was clinic-ready from day one."

How This Connects to Our Broader Practice

This engagement exemplifies how Nirji Ventures integrates multiple capabilities to deliver end-to-end results. Companies facing similar challenges often benefit from our investment banking practice for capital transactions, business transformation consulting for operational improvements, and financial advisory for structuring and governance.

For companies expanding internationally, our global expansion advisory provides market entry support across 30+ countries. Early-stage ventures can explore our startup consulting practice for strategic guidance from pre-seed through Series B.

Browse our insights library for research and frameworks on growth strategies, funding stages, investor evaluation criteria, and exit planning. View all case studies to see more examples of our work.

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