A legal education startup had a prototype, a feature list, and no team to ship it. Winmill turned the codebase into a production-ready, cloud-native platform.
Industry: Education TechnologyService: Azure App Development
Production-ready Azure platform launched
Stripe subscription billing live from launch
Authentication vulnerabilities fixed before release
Full feature set shipped with no internal hiring
The project
Scholati, an education technology startup, set out to make law school more accessible and manageable through a comprehensive web application: an AI-powered study platform to help students organize case briefs, create custom flashcards, and master complex legal concepts. The founders had the vision and an early prototype. Getting to market was another matter.
The challenges
Sophisticated features. The application needed drag-and-drop text editing for case brief organization, custom algorithms serving flashcards intelligently based on user performance, and seamless Stripe checkout for subscription management.
A prototype, not a product. Scholati had begun development internally, but the existing React codebase needed significant enhancement to reach the performance and reliability standards launch required.
Lean startup limits. There was no in-house capacity to build the complete feature set within the timeline and budget.
Technical debt with teeth. Infrastructure issues, including improper handling of expired authentication tokens, created security vulnerabilities and user experience problems needing immediate attention.
The solution
Winmill’s engineers adapted quickly to the existing codebase and took the platform from prototype to production on Azure, working across three fronts.
Application engineering
The team completed the feature set that makes the product worth paying for: drag-and-drop tooling for organizing case briefs, flashcard algorithms that adapt to each student’s performance, and Stripe checkout for subscription management, all built into the existing React codebase rather than around it.
Security hardening
The improper handling of expired authentication tokens had created real vulnerabilities. Winmill fixed the token lifecycle and brought the authentication flow up to production standard before launch, not after an incident.
Launch engineering on Azure
The codebase was hardened to the performance and reliability standards a public launch requires and deployed cloud-native on Azure, so the platform scales with enrollment instead of being rebuilt for it.
The results
Launch-ready, not demo-ready. The prototype became a production-ready, cloud-native platform on Azure, built to the performance and reliability standards a public product requires.
Revenue from day one. Stripe subscription billing shipped as part of launch, so the platform could charge customers the day it opened.
Security fixed before it mattered. The authentication token vulnerabilities were closed before release, when fixing them was an engineering task instead of an incident response.
No hiring required. Scholati got an experienced delivery team without recruiting one, and kept every line of the code.
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