AxonBuild - AI & Full Stack Solutions

Introduction

We designed a HIPAA compliant healthcare AI platform that combines diagnostic assistance, multilingual communication, and advanced medical imaging. The platform evolved from a simple clinical assistant into a multi capability ecosystem, demonstrating how AI can scale across the healthcare value chain by reducing clinician workload, improving communication, and accelerating medical research.

Challenge

Healthcare providers faced persistent inefficiencies across three areas. Diagnostic Overload: Physicians spent hours scanning patient histories and lab data, which delayed decisions and increased burnout. Language Barriers: Miscommunication between doctors and patients speaking different languages created risks of errors and slowed care delivery. Imaging Bottlenecks: Manual segmentation of MRI scans consumed weeks of radiology and research time, limiting throughput and innovation. Together these challenges resulted in longer patient wait times, inconsistent quality of care, and higher operational costs.

Solution

We built a flexible and scalable AI ecosystem that unites three complementary solutions.

Diagnostic AI Copilot

A retrieval augmented chatbot trained on patient records and clinical notes. It summarizes histories, surfaces key conditions, and highlights potential risk factors. Achieved 91% diagnostic support accuracy in internal validation.

Medical Imaging Segmentation AI

An active learning pipeline using Detectron2, SAM, YOLOv8, and ViT. It automates annotation of neurons and brain regions in MRI scans, reducing manual effort by 80% while reaching 96% segmentation accuracy.

Multilingual Speech to Speech Bridge

A real time communication system built with Whisper for transcription, Translation API for language conversion, and TTS for output. It enabled doctor and patient conversations across multiple languages with an average response time of 2.3 seconds and 98% translation accuracy.

Technical Approach

Diagnostic AI:RAG powered chatbot with clinical knowledge base integration

Speech Processing:Whisper for real time transcription and multilingual support

Translation:Azure Translation API for cross language communication

Medical Imaging:Detectron2, SAM, YOLOv8, and ViT for automated segmentation

Compliance:HIPAA compliant architecture with secure data handling

Stack:Python backend, React frontend, FastAPI APIs, PostgreSQL database, Docker containerization

What we've accomplished

Successfully delivered a comprehensive HIPAA compliant healthcare AI platform that transforms clinical workflows across diagnostics, communication, and medical imaging. The solution addresses multiple healthcare bottlenecks while maintaining high accuracy standards and improving patient care quality.

Results & Impact

65%

Time Saved

96%

Imaging Accuracy

91%

Diagnostic Accuracy

98%

Translation Accuracy

80%

Annotation Efficiency

Real-time multilingual

Patient Communication

Project Narrative

The platform began as a diagnostic assistant that helped physicians cut through information overload. It then expanded into a multilingual communication bridge that ensured patients could be understood in their own language without delay. Finally it advanced into medical imaging, accelerating research and reducing manual work for radiology teams. What started as isolated tools matured into a comprehensive HIPAA compliant healthcare AI suite. Today it enables faster diagnoses, clearer communication, and more efficient research while delivering value to clinicians, patients, and researchers.