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Case StudySaaSMVPRAG
From Concept to MVP in 14 Days: The AI-Native SaaS Launch
A fintech founder shipped an AI expense management tool in 14 days and secured $250K seed funding.
May 22, 2026
## Client Profile
A fintech founder launching an AI-powered expense management tool for freelancers.
## The Challenge
A validated idea but a 6-month traditional dev timeline. They needed to ship fast to secure seed funding.
## The Solution
- **Infrastructure** — Supabase (Auth/DB/Storage) + Next.js frontend
- **Core AI Feature** — Custom RAG pipeline to "chat" with financial data
- **Automated Onboarding** — AI-driven, industry-personalized flow
- **Founder Perks** — $100K AWS credits via the $500K MRKK Founder Program
## Results
- **MVP shipped in 14 days** — secure, scalable, production-ready
- **$250K seed funding** secured
- **1,000+ beta signups** in week one