AI service

AI-Native Web &App Development.

Websites and apps built end to end with intelligence inside from day one. Assistants that answer and search that finds.

  • A full web or mobile product, designed and shipped end to end
  • Intelligence from day one: assistants, semantic search, recommendations
  • Built by AI engineers, not bolted on by a web shop afterwards
  • A clean path to agents, fine-tuned models and on-device AI
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.

Most teams looking for a web or app developer do not have an “AI project”. They have a product to ship: a booking platform, a content site, a service portal, an app. What decides how good it gets is whether the intelligence is designed in from the start or added after launch.

The problem with a generic build

A conventional agency ships pages and screens, then drops a chat widget in at the end. The widget answers nothing specific. The search is a keyword box that misses synonyms. The “AI features” line on the invoice is a thin wrapper around someone else’s API. The product’s data was never structured for intelligence, so every smart feature added later fights the architecture instead of using it.

What AI-native means here

We design the data model, the search index and the assistant together, from the first commit.

  • Assistants that answer. Grounded in your real content and data, with a test harness that measures answer quality before users see it.
  • Search that finds. Semantic search that understands what visitors mean, not only what they typed.
  • Intelligence inside the workflow. Recommendations, summaries, extraction. Whatever the product’s job needs, built where it belongs.
  • The whole product. Design, front end, back end, deployment and analytics. One team, end to end.

We hold our own products to the same bar. See what is live.

What is included

Discovery and product design. The full build, for web, iOS or both. The intelligent features wired to your real content. A test suite for every AI behaviour we ship. Deployment in your own accounts. Documentation and handover, or ongoing operation if you prefer. You own all of it: the code, the models and the data.

Where it leads

An AI-native build is the starting point, not the ceiling. When the product earns it, the same team takes you further, with no rewrite and no new vendor.

  1. AI-native build. The product, with working intelligence inside.
  2. Agents. Workflows that look things up, decide and act.
  3. Fine-tuned models. Your data, your domain, your model.
  4. On-device AI. Models running where your users are.

Pricing

Every AI-native build is quoted as a fixed price after a short scoping call. Scope, platforms and model work set the number. We reply with a realistic figure within one working day.

Ready to build? Tell us what you are making.

Questions we get asked

Before you ask.

What does “AI-native” mean in practice?

The intelligence is part of the product's architecture from the first commit. The data model, the search index and the assistant are designed together, rather than a chat widget bolted onto a finished site.

How is this different from hiring a web agency?

A generic build treats AI as a plugin. We design the product around its intelligent features, and because the same team does fine-tuning and on-device work, the build never hits a ceiling when you want the AI to go deeper.

Do you build both web and mobile?

Yes. Web platforms and native mobile apps, end to end. We ship and run our own consumer products on both, so the build includes the unglamorous production parts: analytics, monitoring, store submission and updates.

What does an AI-native build cost?

It depends on scope. Tell us what you are building and we will reply with a realistic number within one working day.

Can you take over or upgrade an existing site?

Yes. A common path is to keep your current front end, rebuild the content and search layer underneath, then upgrade the interface once the intelligence works.

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