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·By AI Resource Hub Team

How to Build an AI Startup MVP in 30 Days

A step-by-step playbook for validating your AI product idea, building a minimum viable product, and getting your first users.

Week 1: Validate the Idea

  • Talk to 20 potential users. Understand their pain points.
  • Research competitors. Find gaps in existing solutions.
  • Define your unique value proposition. What can you do 10x better?
  • Pick your tech stack: Keep it simple — Next.js + Vercel AI SDK + one LLM API.

Week 2: Build the Core Feature

  • Focus on ONE core feature that delivers value.
  • Use existing APIs (OpenAI, Anthropic) instead of training models.
  • Build a minimal UI — function over form.
  • Set up basic auth and usage tracking.

Week 3: Add Polish

  • Improve error handling and edge cases.
  • Add loading states and streaming responses.
  • Implement rate limiting to control costs.
  • Write clear onboarding copy.

Week 4: Launch and Learn

  • Share on Twitter/X, Hacker News, and relevant communities.
  • Set up a feedback loop (form, Discord, or email).
  • Track key metrics: activation rate, retention, NPS.
  • Iterate based on user feedback, not assumptions.

Common Mistakes

  • Building for months before talking to users.
  • Over-engineering the architecture from day one.
  • Ignoring costs until the bill arrives.
  • Competing directly with OpenAI/Google on general-purpose AI.
StartupMVP