For founders who want a real app — not a demo.

From Ideato a Fully Working App.

Most AI app builders generate a demo. Ours builds a fully tested, integrated, production-ready app — with auth, payments, email and AI baked in.

The vibe-coded trap

AI builders write code — not apps.

Type-a-prompt builders give you a screen that looks great in a demo. Then it breaks in production. No real auth. No payments wired up. No tests. No admin tooling. No email integration. No idea who half the users even are.

87%

of AI-generated apps never make it to a paying customer — the demo ships, the production app doesn't.

We close the gap between "looks like an app" and "is an app."

Introducing LAUNCH

Built, tested, deployed. In days.

Built by founders, for founders. After START (validate), LAUNCH gets you a fully working app — before GROW gets you to revenue.

01

Starts with the full spec

Your START Idea Assessment & Scope feeds in: user stories, data model, screens, edge cases. The detail a one-line prompt can't capture — and the reason our builds actually work end-to-end.

02

AI builds, AI tests

Our AI app builder writes the code AND the tests. Every feature is verified before it ships — auth flows, billing, exports, the lot.

03

Production-ready, day one

Stripe checkout + subscriptions. Postmark email. Your LLM of choice (Claude, ChatGPT, others). Admin panel with user management and billing tabs. Wired up before you log in.

See it build

The AI app builder, at work.

Real footage of our orchestrator turning a comprehensive START Scope prompt into a fully working app — auth, payments, integrations, tests and all.

From START Scope → working app. Every feature tested before it ships.

Vs. the alternatives

Million Labs LAUNCH vs vibe-coded AI vs a dev agency.

Delivery
Vibe-coded AI
Type-a-prompt AI
Dev agency
Humans only
Million Labs LAUNCH
AI Builder + Human Expertise
Cost
Vibe-coded AI
£20/mo
Dev agency
£15k–£25k
Million Labs LAUNCH
£1,500
Time to ship
Vibe-coded AI
Days, but broken
Dev agency
3–6 months
Million Labs LAUNCH
Days, working
Production-ready
Vibe-coded AI
No
Dev agency
Yes
Million Labs LAUNCH
Yes
Tested
Vibe-coded AI
No
Dev agency
Yes
Million Labs LAUNCH
Yes
Best for
Vibe-coded AI
Solo experimentation
Dev agency
General software projects
Million Labs LAUNCH
Startup founders (2k+ supported)

Why ours actually works

The difference is the prompt — and what's around it.

Vibe-coded builders take a one-line prompt and guess the rest. Our AI app builder starts from your full START Scope — every screen, data model, user flow and edge case spelled out — then writes tests for what it just built. That's the difference between an app that demos and an app that ships.

What's in every app

Every feature. Every build.

Not a list of "could be added later." Here's the foundation that ships on day one — plus 3 bespoke features that prove your specific business.

Auth & users

Real users from day one

  • Sign up
  • Login
  • Password reset
  • Profile page
  • Avatar upload
  • User management (permissions + account deletion)

Engagement

Built-in user touchpoints

  • In-app chatbot
  • Messages
  • Notifications

Data & admin

Run the business, not just the app

  • User-facing dashboard
  • Admin panel dashboard
  • Admin billing tabs
  • PDF export
  • CSV export

Integrations

The plumbing, pre-wired

  • Stripe Checkout
  • Stripe Subscriptions
  • Postmark email
  • AI integration — pick your LLM (Claude, ChatGPT, others)
Plus

The 3 that prove your business

3 bespoke features, scoped to your proposition.

The standard features above run the app. These 3 prove the business — the things that turn "an app" into your app. We pick them from your START Scope, so they map directly to the model you're testing.

Examples by business type

Marketplace: Matching engine · Trust ratings · Search & filtering
SaaS analytics: Data ingestion · Custom dashboards · Threshold alerts
Booking platform: Real-time calendar sync · Availability matching · Automated reminders
Learning product: Course progression · Quizzes · Completion certificates

Different idea? We scope yours on the call.

What founders say

Built by founders. Backed by 2k+ launches.

"From start to finish the whole process and working relationship with Mlabs has been fantastic."

James T — Q-PIP

"We now have a functional product — built at a fraction of the price of custom software — and we're able to generate revenue."

Catherine G — Impactable X

"We were impressed how the team were able to take us from an idea to product using their own creativity."

Bryce E — Penflow

2k+

Startup Founders launched

16+

features in every app, day one

Days

from scope to working app

Examples

A few of the apps we've built

Real founders. Real products. Built and shipped with LAUNCH.

A grid of apps built with Million Labs LAUNCH
Pricing

One offer. No retainers.

Founders helping founders — at a price that works pre-revenue.

LAUNCH Package

$1,900

ex. VAT

One-off · Built and tested in days

  • 3 bespoke features that prove your business
  • Auth, profile, password reset, avatar
  • Stripe Checkout + Subscriptions
  • Postmark email integration
  • Your AI LLM of choice baked in
  • Admin panel + user management
  • PDF + CSV exports
  • Tests for every feature
Buy Now

Not the right fit after the call? Full refund, no questions asked.

Common questions

Things founders askbefore booking.

How is this different from Lovable, v0, Bolt or Cursor?

Those tools take a simple prompt and guess the rest — great for a UI demo, brittle in production. We start from your full START Scope (data model, user stories, screens, edge cases) and the AI builder writes tests for what it just built. The result actually ships.

What if I haven't done START?

We can either run START first, or work from a scope you bring in — provided it has the detail we need. We'll tell you on the call which makes sense.

Do I own the code?

Yes, you get the full code. We can provide it as a zip file or a GitHub repository.

Who hosts the app once built?

We can host it for you, or you can install the code on any hosting platform of your choice.

Can I change the LLM later?

Yes. AI integrations are abstracted, so swapping Claude for ChatGPT (or vice versa) is a config change, not a rebuild.

What if I want more features in v1?

No problem — we'll give you a price for adding additional features.

What if I want changes after delivery?

You can run additional builds with us, or take the code and continue yourself. Most founders go into GROW next to actually start selling it.

Book a Call

Let's talk about your build.

Pick a time that works for you — we'll walk through your scope and see if LAUNCH is the right fit.

Limited spaces each month

Stop demoing. Start shipping.

We take a limited number of founders into LAUNCH each month. The next batch opens soon.

2k+ founders launched · 14-day money-back guarantee · Founders helping founders