AI service

AI MVP &Product Builds.

From idea to a polished, shippable AI product. Design, build and launch, fast, without cutting the corners that matter.

  • Idea to working MVP in weeks
  • Product design that feels natural, not bolted on
  • Full-stack mobile and web builds
  • A foundation you can build on, not throw away
Agentic workflow

01 / 05 · Request

A request comes in.

A ticket, an email or a call arrives. The agent reads it and gathers the context it needs before doing anything.

If you have an idea for an AI product, the fastest way to learn whether it works is to put a real version in front of users. We help you do that properly.

From idea to launch

We handle the whole product: the design that makes the AI feel natural rather than bolted on, the engineering for native iOS and web, and the AI itself, meaning the models, the retrieval and the evaluation. It ships as one product you can launch and charge for.

We build our own products the same way. WeddingBestie is a multilingual wedding platform with live RSVP. Pillpal is one of four apps we keep live on both stores. The advice you get on scope, launch and iteration comes from having done it with our own money.

How the build runs

Week 1: scope. The MVPs that win do one thing well. We cut the feature list until what is left is the sharpest version of the idea, and we write down what launch-ready means as a checklist.

Weeks 2 to 4: the working core. The riskiest piece first, which is usually the AI capability against real data. You see it working early, while there is still time to change direction.

Weeks 4 to 8: the product around it. Design, onboarding, accounts, payments if needed, and the polish that lets early users judge the idea instead of the rough edges. Evaluation and basic monitoring ship inside the MVP.

Launch. We help you ship, watch the first real usage with you, and turn what users do into a plan for the next version.

Fast without being fragile

Speed should not mean a rewrite three months later. The architecture stays clean, the code is documented, and the AI layer can be swapped as better models arrive. When the MVP works, it is version one. You build on it rather than starting again.

For budgets, the cost guide has the ranges. Platform or website covers a scoping question most founders hit early.

Have an idea? Bring the sketch. We will bring the questions.

Questions we get asked

Before you ask.

How fast can we launch?

A focused AI MVP usually goes from kickoff to a usable product in four to eight weeks, depending on scope.

Is an MVP throwaway code?

Not the way we build it. We move fast but keep the architecture clean, so the MVP becomes the foundation of the real product.

What does an AI MVP cost?

Usually $40k to $150k for a launch-ready product, depending on scope, with design, the full-stack build and the AI capability included. Our public cost guide explains what moves the number.

Do you help with what to build, not just how?

Yes. The first week is scoping, and we are strict about it. The MVPs that succeed do one thing well at launch, and we will push hard to find that one thing.

Can you build both the iOS app and the web platform?

Yes, we ship both. Our own portfolio includes a full web platform, WeddingBestie, and a family of native mobile apps, built by the same team you would work with.

What happens after launch?

Your call. We hand over a clean, documented codebase, or stay on for iteration once real users start teaching you things. Most founders do a bit of both.

Get in touch

Tell us aboutthe work.

A workflow that takes too long, a model that keeps missing, a product that needs its next version. Write to us and we reply within a working day.

Discuss your use case hello@nftatoms.com