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 is framed around the founder question that 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, with media framed for quick founder review.
Stack
Tools used
The stack is shown as shipped, so founders can quickly understand the technical surface area.
Node.jsTypeScriptExpress.jsPostgreSQLGoogle Gemini APIVercel AI SDKJWTGoogle OAuth 2.0Passport.jsStripeMailgunZod
Want a case flow like this for your MVP?
Bring the idea, messy notes, or half-built product. I will help shape the build path and ship the core product.