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Case Study

Spiel Rad AI Medical Reports

A production SaaS platform for healthcare professionals to generate AI-assisted patient reports, manage credits and subscriptions, and work through transcription and review flows.

Snapshot
Founding Full Stack Engineer2025 - PresentHealthTech / AI SaaS
Overview

Project context

Spiel Rad needed a product that could turn healthcare workflows into usable AI-assisted report generation. That meant much more than calling an API. The product needed transcription, templates, editing, credits, billing, auth, and backend systems that could support production usage.

I joined as the founding full-stack engineer and built the product from scratch across frontend, backend, and deployment concerns. The implementation combined React 19, Next.js, TypeScript, Redux, NestJS, Stripe, and OpenAI Whisper into one working platform.

This project is a strong example of how I approach AI integration work: the model is only one part of the system. The real value comes from designing the workflow around it so the output is usable, billable, and maintainable.

Results

What shipped

Built the platform as founding full-stack engineer

Shipped 30+ pages and 100+ components

Implemented 6 Redux modules and 15+ APIs

Integrated AI transcription, billing, subscriptions, and report workflows

Set up CI/CD and environment-aware release checks

Screens

Product snapshots

Spiel Rad product screenshot
Spiel Rad product screenshot
Build

Key implementation areas

Frontend & Payments

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Architected React 19 + TypeScript app with Redux Toolkit/Saga for auth, payments, and AI integrations

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Built Stripe integration with 6 tiers ($20-$500), credit dashboard, FIFO expiration, and usage history

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Implemented JWT auth with token expiration detection, protected routing, and role-based access

Next.js & Server-Side

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Built Next.js app with App Router, server components, and API routes for SSR/SSG

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Implemented server-side fetching, caching, and middleware-based auth guards

Backend & APIs

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Developed REST endpoints for auth, payments, credits, and report generation

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Integrated Stripe webhooks, OpenAI APIs, and email notifications server-side

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Built database models for users, subscriptions, and report storage

AI Voice Transcription

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Integrated OpenAI Whisper for hands-free medical report dictation

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Built audio recording hook with MediaRecorder API (WEBM, MP4, OGG)

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Developed report builder with templates, transcript editing, and credit validation

CI/CD & DevOps

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Set up CI/CD pipelines with automated testing, linting, and deployment workflows

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Configured staging/production environments with build checks and deployment gates

UI/UX

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Designed Shadcn/ui library with 100+ components and dark theme system

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Built responsive dashboard with data tables, pagination, search, and filtering

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Shipped reports, templates, user management, billing, and settings modules

Stack

Technology used

Joined as founding engineer to build the full stack from scratch. Shipped production-ready platform enabling healthcare professionals to generate AI-powered patient reports.

React 19Next.jsTypeScriptReduxNestJSTailwindCSSShadcn/uiViteAxiosOpenAI WhisperStripeCI/CD