The Hypothesis

Can a landing page be generated from a mood board and a single sentence — and actually convert?

The Concept

What if creating a landing page was as simple as sharing a vibe? This experiment takes a mood board (or even a few adjectives) and a one-line description, then generates a complete landing page — layout, copy, colour palette, typography, and imagery — that captures the intended aesthetic. No wireframes. No briefs. Just vibes.

Vibe landing pages

The hypothesis

Can a landing page be generated from a mood board and a single sentence — and actually convert?

The concept

What if creating a landing page was as simple as sharing a vibe? This experiment takes a mood board (or even a few adjectives) and a one-line description, then generates a complete landing page — layout, copy, colour palette, typography, and imagery — that captures the intended aesthetic. No wireframes. No briefs. Just vibes.

How it works

1. Mood input — images, words, URLs
2. Extract visual DNA — colour palette, typography feel, density, tone
3. Generate page blueprint — layout structure, section order, content blocks
4. Write copy and select imagery — headline, body, CTAs, microcopy
5. Render full page — responsive HTML, live preview

From vibe to live page in under 60 seconds. No templates — every page is generated fresh.

What it explores

• Can “vibe” be reliably translated into concrete design parameters?
• Do AI-generated pages convert better or worse than template-based ones?
• How much creative control do users need vs. want to give up?
• Can the system learn brand consistency across multiple generated pages?
• What’s the quality floor — when does a generated page become unusable?

What we found

• Pages averaged 85% of human-designed conversion rates on first generation, matching them after 2–3 AI-optimised iterations
• Most effective for campaign-specific landing pages where speed matters more than pixel-perfection
• Vibe extraction worked best with image inputs rather than text descriptions
• Copy generation was the strongest output — visual design was the weakest

Learnings

• Use images as vibe input, not adjectives — “minimalist” means different things to everyone, but a reference image is unambiguous.

• The system needs a strong default opinion about layout — without one, it produces bland, safe designs that lack distinctiveness.

• Give users a “remix” button rather than fine-grained controls — rapid iteration beats precise specification for creative exploration.

Where it goes next

The vibe-to-page pipeline is being integrated into Flywheel’s landing page agent as an alternative to prompt-based generation. The interesting thread: can the mood board input method work for other content types — emails, ad creative, even slide decks?