Why do AI-generated websites often still look generic or obviously AI-made?
I’m convinced the bottleneck isn’t model capability.
Given a good reference site and a competent visually aware harness, recent models can already reproduce websites very well.
The real problem is what sits between:
“I want X website” → [ ????? ] → code + assets
That missing layer is specification fidelity.
What you need is a “grill me” design process: interrogate the user’s taste, intent and constraints until the fuzzy idea becomes an explicit specification.
Use ASCII diagrams for layout, copy and flow, then image-gen mockups as decisions solidify. You start low-fidelity because disagreement is cheap; fidelity increases as certainty increases.
References matter even more for aesthetics. Give the model a moodboard, have it extract the common visual language, then turn that into a design system and brand guide.
Generic vibe-coded sites aren’t inevitable. Most tools just skip the design process.
There’s also a visibility bias here: badly vibe-coded sites are obvious; the good ones just look like well-designed sites.
Check out our reference explorer
explorer.withfudge.com/
Holy ASMR
fudge.design let's you find inspiration for your next portfolio website
Fudge AI retweeted
Replying to @PrajwalTomar_
It's not just about giving AI a screenshot, quality of the references matters alot. That's why fudge.design stores the design tokens, fonts, categories per screenshot/video capture
Fudge let's you extract any brand's design system. Paste a URL and get colors, fonts, layouts, its feel.
Try it out for free at fudge.design
You should know, if you're trying to find inspiration. Fudge will literally search hundreds of sites to get you the good stuff
Try it at chat.withfudge.com
Fudge AI retweeted
I built a design MCP server for Claude Code, Codex, and OpenCode.
It searches thousands of beautiful websites and gives your coding agent design inspiration.
Available now -> explorer.withfudge.com
I told fudge.design to replicate the amazing wisprflow landing page. It fetched the website and extracted its design tokens including font size/weights/line-heights, layout, colors. Replication still in progress, stay tuned.
So you encounter a website with a particularly nice looking font. You'll be surprised to know you can't simply give the link to chatgpt, it works but it's extremely slow. So here's a better way with fudge.design chat:
Turn any website you like into a design.md guidance
Fudge AI retweeted
Replying to @Hartdrawss
We built this to turn any website into a design.md guidance btw.
Found a paid font ? You can use fudge.design to find visually similar alternatives
I built a design MCP server for Claude Code, Codex, and OpenCode.
It searches thousands of beautiful websites and gives your coding agent design inspiration.
Available now -> explorer.withfudge.com
Agents can't make good design without references.
That's why we built fudge.design, to make it easier for you and your agents to find great design inspo quickly.
Replying to @MengTo
Fable couldn't have gotten this far without references. That's why we built fudge.design, to make it easier for you and your agents to find great design inspo quickly.












