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Journal/Can AI build it?

Can AI write code? 32 one-shot builds answer it

Whether AI can build a website, an app or a game is not a matter of opinion here. Each question links to unedited builds from Claude and GPT models, recorded and playable.

By GlanceHall · Updated October 22, 2026

Can AI write code? In October 2026 the useful version of that question is narrower: can a model write the specific thing you need, from one prompt, without someone fixing it afterwards? This shelf answers it with finished builds rather than opinions. Every page here asks one concrete question, such as whether AI can build a website, an app or a playable game, and then shows what four frontier models actually produced when they tried.

The short answer from our first four briefs is yes, with caveats you can see, and the four newer briefs, a phone app, a MOBA, an invented brand and a kanban board, point the same way:

  • All four models finished the landing page, the dashboard and the physics simulation inside the time limit, with zero runtime errors recorded on those builds.
  • The 3D shooter was harder. Every model produced a playable game, but Claude Opus 5.5 was still working when its 150-minute limit arrived, and two of the four recordings end in a game over before the scripted input runs out.
  • Nobody needed a framework. Every build is a single HTML file, with a few extra script files for the games, that opens straight from disk.
Balls in a spinning hexagon · 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

Twenty balls, a hexagon turning once every ten seconds, physics written from scratch by each model.

The methodology explains what one attempt means here and how interruptions are handled. If you want to try a brief on your own favourite model, the exact prompt is on every brief page, with a copy button.

9 pages in Can AI build it?

Can AI build it?Vibe coding games: three games, four models, one prompt eachIs it possible to vibe code a game? We gave four AI models three game prompts, one attempt each, no edits: a physics toy, an FPS and a MOBA. Here is what you get, and how to prompt for it.October 22, 2026Can AI build it?Vibe-coded websites: what four models made from one sentenceVibe-coded websites from one loose prompt: invent something and make its site memorable. What Claude and GPT models built, how the prompt shaped them, and how to vibe code a site yourself.October 22, 2026Can 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?Claude as a website builder: the site it built from one prompt (open it)Can Claude build a website? Claude Opus 5.5 and Claude Fable 5.1 each built the same marketing site from one prompt. Open both, see what worked, and learn which Claude to use.October 22, 2026Can AI build it?Claude web design: what Opus 5.5 and Fable 5.1 designed from one briefIs Claude good at web design? Claude Opus 5.5 and Claude Fable 5.1 designed a landing page, a dashboard, a phone app and an invented brand's site. What they share, and which Claude to use.October 22, 2026Can AI build it?ChatGPT as a website builder: what GPT-6 built from one promptCan ChatGPT build a website? GPT-6 Astra and GPT-6.1 Sol each built the same marketing site from one prompt in about ten minutes. Open both builds and see what you would get.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, 2026Can AI build it?Can AI build me a website? Here are eight it built, uneditedYes, AI can build you a website from one prompt. Here are eight versions of the same site, four models on desktop and phone, plus what you still need to do before it goes live.October 22, 2026Can AI build it?AI-generated websites: 8 real examples from frontier models (not templates)Eight AI-generated websites you can open, built by Claude Opus 5.5, Claude Fable 5.1, GPT-6 Astra and GPT-6.1 Sol from two briefs, one tightly specified and one completely open. Unedited.October 22, 2026