Problem
What needed to be solved
- AI-powered SaaS for validating app ideas with market analysis, viability scoring, and credit-based subscriptions
- The product needed enough polish and structure to move from idea to usable production experience.
Back to work
Full StackenterprisePublic proof
App Idea Validation Platform
AI-powered SaaS for validating app ideas with market analysis, viability scoring, and credit-based subscriptions
Built a production-ready full-stack SaaS platform that generates AI-powered validation reports for app ideas.
Role
Full Stack Build
Stack
12+ tools
Status
Live / shipped
Product type
Full Stack
Complexity
enterprise
Ownership
Shareable proof
Launch signal
Founder-ready MVP
Premium Case Flow
A connected build story, not a loose screenshot gallery
Each project surfaces what matters most: what risk existed, what was built, and what became usable after launch.
Build
How the product came together
- AI-generated app validation reports with market, competition, strategy, and viability scoring
- Progressive real-time report generation with section-by-section status updates
- Credit-based monetization with Stripe subscriptions and one-time credit top-ups
- JWT + Google OAuth auth with refresh token rotation and deferred email verification
Outcome
What shipped
- Delivered a launch-ready product with a live production destination.
- Built with production ownership, maintainable architecture, and post-launch scaling in mind.
- Core value shipped: AI-generated app validation reports with market, competition, strategy, and viability scoring
Product Detail
What the build included
Built a production-ready full-stack SaaS platform that generates AI-powered validation reports for app ideas. Users submit concepts and receive comprehensive analysis covering market validation, competitive research, build strategy recommendations, and viability scoring. Implemented a credit-based subscription model with Stripe recurring plans, one-time top-ups, and real-time credit tracking across dashboard analytics.
Core features
- AI-generated app validation reports with market, competition, strategy, and viability scoring
- Progressive real-time report generation with section-by-section status updates
- Credit-based monetization with Stripe subscriptions and one-time credit top-ups
- JWT + Google OAuth auth with refresh token rotation and deferred email verification
- Admin dashboard for user management, plans, credits, and LLM cost analytics
- Security stack: sanitization, prompt-injection checks, rate limiting, RBAC, and soft-delete retention
Results
- Delivered a launch-ready product with a live production destination.
- Built with production ownership, maintainable architecture, and post-launch scaling in mind.
- Core value shipped: AI-generated app validation reports with market, competition, strategy, and viability scoring
Screens
Product interface
A closer look at the shipped experience and product interface.
Stack
Tools used
The stack is shown as shipped — the full technical surface area at launch.
Node.jsTypeScriptExpress.jsPostgreSQLGoogle Gemini APIVercel AI SDKJWTGoogle OAuth 2.0Passport.jsStripeMailgunZod
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