Client project. Built by Van Data Team for YouHeal, a precision-medicine practice that combines epigenetics, genetics and biochemistry with data science. Live product: youheal.com
The challenge
The practice needed one place where clients and practitioners work from lab results, questionnaires and genetic reports, and an assistant that explains them without inventing anything.
What we built
A React + TypeScript web app with a client portal and a practitioner workspace, over a FastAPI platform API on Azure
Background jobs that collect and read lab documents, run the analysis and draft reports, and scale to zero when idle
An AI health assistant on Azure AI services with retrieval over Azure AI Search, grounded in each client's own reports and the clinic's curated knowledge
Live streamed answers, with new documents indexed automatically as they arrive
Infrastructure in Terraform, deployed through GitHub Actions
Results
Client portal, practitioner tools and an AI health assistant on Azure
AI answers grounded in each client's own reports, under practitioner control
Rule-based engines produce the analysis; the AI explains results but cannot change them
Key decision
Analysis and explanation are kept apart: rule-based engines produce every result, and the language models only retrieve, explain and draft reports for practitioner review. Access is role-based and every question is logged.
Stack: Azure, Azure AI Services, Azure AI Search, FastAPI, React, TypeScript, PostgreSQL, Terraform, GitHub Actions.
Client project for YouHeal: Azure precision-medicine platform with client portal, practitioner tools and a grounded AI health assistant (Azure AI Search).