OUR SOLUTIONS AT WORK Machine Learning Ops | AI Business Strategy | Natural Language Processing
Scalable Healthcare AI Solutions
Our client is a pioneering healthcare AI startup focused on extracting critical information from patient data to provide actionable clinical insights.
Objectives
The client had an existing system to extract patient information, but no platform to display insights to clinicians.
The solution needed to incorporate modern health-tech features such as patient search, role-based access control (RBAC), and data visualization.
The solution needed to ensure enterprise-grade security, stability, and scalability as user load & demand increases in production environments.
Solutions
EX Squared developed a comprehensive AI web app using the MERN stack that enables advanced search while ensuring role-based secure access to sensitive data.
Designed interactive data visualization of clinical insights with charts & dashboards.
Built an advanced AI document parser to answer clinicians’ questions, with source citation pointers and chat context persistence for asking followup questions.
Built a retrieval augmented generation pipeline with GPT and a variety of vector DB customer options including Weaviate, Elasticsearch and Azure Cognitive Search.
Enhanced the SaaS solution to be cloud-agnostic, allowing seamless deployment on each customer’s own cloud provider while still maintaining high performance and security/privacy for clinical records.
Implemented cloud ML Ops to streamline the deployment and management of AI models.
Deployed in a Kubernetes cluster for enterprise stability, security & scalability.
Results
EX Squared developed a cloud-independent, secure application built with advanced capabilities for the future, helping this healthcare startup meet compliance requirements and expand their market presence. Our ongoing collaboration continues to drive innovations for clinicians, researchers, and patients alike.