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AI Strategy 9 min read May 2, 2026

How We Ship Production AI MVPs in 4 Weeks (The Playbook)

The exact week-by-week process we use to take an AI idea from blank doc to paying customers in 28 days — including what we cut and what we never compromise on.

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Four weeks sounds aggressive until you realize most AI MVPs are 80% the same: auth, billing, a chat or workflow UI, an LLM call with retrieval, and a dashboard. The other 20% is your actual idea — and that's where the time should go.

Week 1 — Lock the scope

  • One core user, one core job, one success metric
  • Cut every feature that isn't required for the first paying customer
  • Pick the stack: Lovable / Next.js + Supabase + OpenAI or Anthropic
  • Wireframe in Figma or directly in Lovable — don't over-design

Week 2 — Build the spine

  • Auth, payments, database schema, base UI shell
  • First end-to-end AI flow working with a stub UI
  • Deploy to production on day 10, even if it's ugly

Week 3 — Make it real

  • Polish the core flow: prompts, retrieval, error handling
  • Add the second-most-important feature, nothing else
  • Onboard 3–5 design partners and watch them use it live

Week 4 — Ship and charge

  • Fix the top 5 bugs from design partners
  • Turn on Stripe, send invoices, get the first dollar
  • Set up basic analytics and a feedback loop for v2

What we never cut

Auth, payments, error monitoring, and a feedback channel. Everything else is negotiable in week one.

Need help with MVP Development?

Our team builds and ships this every week. Get a free 30-minute scoping call and a clear quote.

Frequently Asked Questions

Is 4 weeks realistic for a real AI product?

Yes — for a focused MVP with one core flow. Multi-tenant enterprise products with compliance requirements take longer.

What's the typical team size for a 4-week AI MVP?

Two senior vibe coders and a product lead. More people usually slows it down at this stage.

What does a 4-week AI MVP cost?

Typically $18k–$35k depending on scope, integrations, and model usage. Far cheaper than 6 months of internal effort.

Ready to Put This Into Action?

Tell us what you're working on and we'll come back with a clear plan.