Turning Lab Data into AI-Powered Health Insights

Making blood test results understandable through intelligent, real-time AI-based analysis.

TIMELINE: 3 MONTHS

COUNTRY: USA

About

We built an AI-driven healthcare platform that interprets complex lab results and turns them into easy-to-understand health insights.

Patients can now instantly see what their numbers mean, flag key health markers like elevated cholesterol or vitamin levels, and even calculate their biological age – all through a secure, intuitive digital experience.

Our team

Developers

VP of Engineering

Tech Lead

AI Engineer

Client's Challenge

Lab reports are often dense, numerical, and hard for patients to interpret. XcelLabs wanted to empower users with AI-generated explanations that translate raw data into actionable health feedback. The solution needed to combine medical reliability, data security, and scalability — all delivered on a tight timeline.

Our Solution

In just a few weeks, our team engineered
an AI-powered web and mobile application that translates raw lab values into actionable insights.

Intuitive Interface

A responsive, accessible frontend built in Next.js lets users easily input blood test results and view personalized summaries.

LLM-Powered Insights

Leveraging LangChain and LangSmith,
the system orchestrates large language models to provide structured, clinically grounded interpretations for multiple diagnostic panels.

Dynamic AI Management

Through OpenRouter, the platform intelligently routes prompts between leading LLMs such as OpenAI and Anthropic for optimal performance.

Secure Cloud Architecture

Hosted on Vercel with a Supabase backend,
the app ensures anonymized data handling, meeting HIPAA-aligned privacy standards.

Patients receive a plain-language summary providing clear, personalized feedback — identifying risks, understanding trends, and making informed health decisions., all generated automatically and presented in real time.

Client's Benefits

The AI-powered portal delivers tangible advantages for XcelLabs:

Empowered Patients

Users can easily understand their health data and track progress.

Increased Engagement

The platform drives traffic and user interaction with XcelLabs’ services.


Efficient AI Operations

LangSmith tracking and feedback loops reduce prompt costs and improve output reliability.

Scalable
& Future-Ready

Ready for account management, monetization, and full HIPAA compliance in future iterations.

In just a few weeks, XcelLabs gained a fully functional, AI-driven health portal that turns complex lab data into accessible, actionable insights for patients.

From pre-sales, to development and post-development support, we were impressed with all facets of Teacode's operation. When there is a geniune effort to understand each other, things tend to flow better. And this was our experience with Teacode. The work flowed.

We found that "room for improvement"
was a strength and an operating motto
for Teacode. There is a general culture of professionalism that our team recognized and appreciated.

Eugene Vainshel

CPO, XcelLabs

Let's win your market together!

Tell us more about
your application

Contact us to discuss your app idea and possibilities. We’ll advise you on the best solution and estimate the project. If you have any questions – we’ll provide you with answers.

Let's talk!

Schedule a call with Mark,
our Technical Solutions Manager

Write a message

mark.cameron@teacode.io

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