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Journal/Best AI for…

Best AI for app development: a finance app and a kanban board, four ways

Which AI is best for app development? Four frontier models built a phone finance app and a team kanban board from the same prompts. What worked, what each took and cost, and which to pick.

By GlanceHall · Published October 22, 2026 · 2 min read

The best AI for app development is the one that ships an app you can use, not a screen you can screenshot. We gave four frontier models two app briefs, a phone finance app and a team kanban board, one prompt each, and published what they built unedited. Every app below runs: send money, drag cards, undo, filter.

Mobile finance app · same prompt, one shot, unedited
Blind testOpen side by side
Claude Opus 5.5
Open Claude Opus 5.5’s build
Claude Fable 5.1
Open Claude Fable 5.1’s build
GPT-6 Astra
Open GPT-6 Astra’s build
GPT-6.1 Sol
Open GPT-6.1 Sol’s build

Fern, a phone finance app, built four times from one prompt. Each recording runs the full send-money flow.

Which AI is best for app development?

Claude Opus 5.5 for the most finished app, GPT-6.1 Sol for the best value. On the finance app, every model completed the four-step send flow and updated the balance correctly, so the differences are craft, time and cost.

Finance appTimeAPI-equivalent costNotable
Claude Opus 5.569 min$21.06Haptic feedback, balance sparkline, full-screen confirmation
Claude Fable 5.135 min$11.46Animated balance, money in and out chips
GPT-6 Astra9 min$2.73Numbered steps, airy layout
GPT-6.1 Sol14 min$0.83Drawn status bar, slide-up review sheet

Costs are what each build would have cost at the vendors' list API prices, from our run logs. Opus 5.5's figure covers only its successful attempt; three earlier attempts were interrupted, by an API outage, a usage limit and a stopped harness, and are listed on the build.

How did the AI handle a real interactive tool?

Well, and in a way a careful developer would recognise. The kanban boards implement drag and drop with pointer events, so it works with a finger as well as a mouse, show where a card will land, confirm each move with an undo option, save to the browser and open card details in a side panel. Each board was recorded dragging two cards across columns, undoing, filtering to Bug, opening a card and switching to dark mode, all without a hitch.

Kanban board · same prompt, one shot, unedited
Blind testOpen side by side
Claude Opus 5.5
Open Claude Opus 5.5’s build
Claude Fable 5.1
Open Claude Fable 5.1’s build
GPT-6 Astra
Open GPT-6 Astra’s build
GPT-6.1 Sol
Open GPT-6.1 Sol’s build

Northwind Labs' team board, four ways. Open one and drag a card.

Hand holding a blank smartphone screen mockup in a modern office environment.
Photo by Jakub Zerdzicki on Pexels.

Can these apps go to production?

Not as they are. Each is a single front-end file with fixed data and no backend: no sign-in, no server, no real money. The value is in the speed of getting a working, well-designed prototype in front of users. For mobile specifically, they are web apps designed for a 390-pixel screen; an app-store release needs a native wrapper, and a finance product needs security review, for which OWASP's Mobile Application Security project is the usual starting point.

Which should you use for your app?

Choose by stage. Prototyping several ideas this week: GPT-6.1 Sol, because ten attempts cost less than one Claude build at list prices. Building the version you will show investors or users: Claude Opus 5.5, or Fable 5.1 for a calmer feel, and accept the hour. Either way, copy our finance app brief or kanban brief as a template: supply the data, list the flows step by step, and let the model design.

Four finance apps, names hidden. Tap through each, then reveal.

Take the blind test
Minimalist flat lay featuring a smartphone, notebook, and pen.
Photo by Jakub Zerdzicki on Pexels.

Frequently asked questions

What is the best AI for app development?

For the most polished first build, Claude Opus 5.5; for a working app in about ten minutes at under a dollar of model time, GPT-6.1 Sol. All four models we tested built working apps from one prompt, so the choice is about polish, speed and cost.

Can AI build a mobile app?

It can build a mobile web app that behaves like a native one: every finance app here has a bottom tab bar, respects the phone's safe areas and completes a send-money flow. Publishing to an app store needs a native wrapper and backend that a single prompt does not provide.

How much does it cost to build an app with AI?

On subscriptions, it comes out of plan limits. At list API prices, our finance app cost $0.83 to build with GPT-6.1 Sol, $2.73 with GPT-6 Astra, $11.46 with Claude Fable 5.1 and $21.06 with Claude Opus 5.5.

Did the AI-built apps have bugs?

None logged a runtime error in our recordings, and every scripted interaction worked: the send flow, the balance update, dragging cards between columns, undo, filters and the details panel. Edge cases beyond the brief were not tested.

Judge the builds yourself.

Eight briefs, four models, nothing edited. Watch them side by side or take the blind test.

Watch the buildsHow we test

Keep reading

Can AI build it?Vibe-coded apps: a phone finance app and a kanban board, four modelsVibe-coded apps you can actually use: a phone finance app with a working send-money flow and a team kanban board with drag and drop, each built by four AI models from one prompt, unedited.October 22, 2026Can AI build it?Can Claude build an app? The finance app and kanban board it builtCan Claude build an app? Claude Opus 5.5 and Claude Fable 5.1 each built a working phone finance app and a team kanban board from one prompt in Claude Code. Open them and try.October 22, 2026Best AI for…AI UI design, same prompt: dashboards and app screens from four modelsAI UI design tested on real interfaces: a dashboard, a phone finance app and a kanban board, each designed by four frontier models from one prompt. What they got right, and how they differ.October 22, 2026